{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "任务一：\n",
    "输入1（cycle）2（EMG_retus_femoris_l=emg_rf_l），输出4（muscleForce_retus_femoris_l=mf_rf_l）\n",
    "\n",
    "似乎把2做整体输入时，cycle可以省略"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda:0\n",
      "cuda:0\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import random\n",
    "import scipy.io as scio\n",
    "import numpy as np\n",
    "from visdom import Visdom\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import torch.nn.init as init\n",
    "from torchsummary import summary\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "import datetime\n",
    "#import tool\n",
    "from tool import *\n",
    "import torch.nn.functional as F\n",
    "device=torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "print(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n",
      "Setting up a new session...\n"
     ]
    }
   ],
   "source": [
    "# 可视化\n",
    "timeForSave = datetime.datetime.now().strftime('%Y_%m_%d_%H_%M_%S')\n",
    "Visdom_Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Visdom\\\\'\n",
    "if not os.path.exists(Visdom_Dir):\n",
    "    os.makedirs(Visdom_Dir)\n",
    "\n",
    "\n",
    "class visdom_account:\n",
    "    def __init__(self):\n",
    "        self.port = 8097\n",
    "        self.server = \"http://localhost\"\n",
    "        self.base_url = \"/\"\n",
    "        self.username = \"admin\"\n",
    "        self.passward = \"1234\"\n",
    "        self.evns = \"Muscle\"\n",
    "\n",
    "\n",
    "viz_acnt = visdom_account()\n",
    "\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz.delete_env('Muscle')  # 删除环境\n",
    "\n",
    "# viz.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#          opts={'title': 'ProcessMonitor', },)\n",
    "# viz1.text('MONITOR: Show train process~~', win='Monitor',\n",
    "#           opts={'title': 'ProcessMonitor', },)\n",
    "viz = Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave)\n",
    "viz1 = Visdom(env=viz_acnt.evns,\n",
    "              log_to_filename=Visdom_Dir+'vislog_'+timeForSave)\n",
    "viz_batch = []\n",
    "for i in range(32):\n",
    "    viz_batch.append(Visdom(env=viz_acnt.evns, log_to_filename=Visdom_Dir +\n",
    "             'vislog_'+timeForSave))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the searching word is :Fast\n",
      "Transformed_redacted_GIL01_Fast5.mat\n",
      "Transformed_redacted_GIL02_Fast3.mat\n",
      "Transformed_redacted_GIL03_xFast2.mat\n",
      "Transformed_redacted_GIL04_Fast2.mat\n",
      "Transformed_redacted_GIL06_Fast3.mat\n",
      "Transformed_redacted_GIL08_Fast1.mat\n",
      "Transformed_redacted_GIL11_Fast2.mat\n",
      "Transformed_redacted_GIL12_Fast2.mat\n",
      "the searching word is :Free\n",
      "Transformed_redacted_GIL01_Free4.mat\n",
      "Transformed_redacted_GIL02_Free2.mat\n",
      "Transformed_redacted_GIL03_Free4.mat\n",
      "Transformed_redacted_GIL04_Free3.mat\n",
      "Transformed_redacted_GIL06_Free2.mat\n",
      "Transformed_redacted_GIL08_Free1.mat\n",
      "Transformed_redacted_GIL11_Free1.mat\n",
      "Transformed_redacted_GIL12_Free4.mat\n",
      "the searching word is :XSlow\n",
      "Transformed_redacted_GIL01_XSlow2.mat\n",
      "Transformed_redacted_GIL02_XSlow2.mat\n",
      "Transformed_redacted_GIL03_XSlow1.mat\n",
      "Transformed_redacted_GIL04_XSlow1.mat\n",
      "Transformed_redacted_GIL06_XSlow1.mat\n",
      "Transformed_redacted_GIL08_XSlow2.mat\n",
      "Transformed_redacted_GIL11_XSlow1.mat\n",
      "Transformed_redacted_GIL12_XSlow1.mat\n",
      "the searching word is :slow\n",
      "Transformed_redacted_GIL01_slow3.mat\n",
      "Transformed_redacted_GIL02_slow1.mat\n",
      "Transformed_redacted_GIL03_slow3.mat\n",
      "Transformed_redacted_GIL04_slow3.mat\n",
      "Transformed_redacted_GIL06_slow2.mat\n",
      "Transformed_redacted_GIL08_slow4.mat\n",
      "Transformed_redacted_GIL11_slow2.mat\n",
      "Transformed_redacted_GIL12_slow4.mat\n"
     ]
    }
   ],
   "source": [
    "#读取并合并\n",
    "#尝试直接把数据相加\n",
    "Dir = 'G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data\\\\'\n",
    "filenames = os.listdir('G:\\科研学习\\肌电信号\\Code\\musle force\\Transed_Data')\n",
    "\n",
    "set = []\n",
    "key_words =['Fast','Free','XSlow','slow']\n",
    "for word in key_words:\n",
    "    data_emg = []\n",
    "    data_mf = []\n",
    "    print('the searching word is :'+str(word))\n",
    "    for i in range(len(filenames)):\n",
    "        filename = filenames[i]\n",
    "        if word in filename:\n",
    "            print(filename)\n",
    "            data = scio.loadmat(Dir + str(filename))\n",
    "            filenames[i] = 'None'\n",
    "            data1 = data['emg_rf_l']\n",
    "            #data1 = data1.squeeze()\n",
    "            data2 = data['mf_rf_l']\n",
    "            #data2 = data2.squeeze()\n",
    "            data_emg.append(data1)\n",
    "            data_mf.append(data2)\n",
    "\n",
    "    data_emg = np.array(data_emg)\n",
    "    data_mf = np.array(data_mf)\n",
    "    set.append(MuscleData1(data_emg,data_mf))\n",
    "\n",
    "    # sampel = next(iter(set))\n",
    "    # print(sampel,'\\nnnnnnn')\n",
    "\n",
    "# train_dataset, test_dataset = torch.utils.data.random_split(set,[28,4])\n",
    "\n",
    "# train_loader =torch.utils.data.DataLoader(train_dataset, batch_size=2, shuffle=True, pin_memory=False)\n",
    "# test_loader =torch.utils.data.DataLoader(test_dataset, batch_size=1, shuffle=True, pin_memory=False)\n",
    "# train_test_loader = torch.utils.data.DataLoader(set, batch_size=1, shuffle=True, pin_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"此代码块为Net训练\"\"\"\n",
    "Net = []\n",
    "train_loader =[]\n",
    "test_loader = []\n",
    "for i in range(4):\n",
    "        net = CNN_Net()\n",
    "        net.apply(weights_init)\n",
    "        net.to(device)\n",
    "        Net.append(net)\n",
    "        train_loader.append(torch.utils.data.DataLoader(set[i], batch_size=4, shuffle=True, pin_memory=False))\n",
    "        test_loader.append(torch.utils.data.DataLoader(set[i], batch_size=1, shuffle=True, pin_memory=False))\n",
    "\n",
    "\n",
    "criterion = torch.nn.MSELoss()\n",
    "epoch_num = 4000\n",
    "for i in range(4):\n",
    "        optimizer = torch.optim.Adam(Net[i].parameters(),\n",
    "        lr=0.002)\n",
    "        vizx = 0\n",
    "        #开始训练\n",
    "        for epoch in range(epoch_num):\n",
    "                #n = 0   #此n用于visdom画图。每个epoch对每个样本进行画图\n",
    "                for batch in train_loader[i]:\n",
    "                        vizx+=1\n",
    "                        data,label = batch\n",
    "                        data = torch.as_tensor(data).to(device)\n",
    "                        #print(data.shape)       #torch.Size([1, 101, 1])\n",
    "                        label =torch.as_tensor(label).to(device)\n",
    "                        #print(data.shape)\n",
    "                        #data = data.reshape(-1,1,1)\n",
    "                        #print('data',data.shape)\n",
    "                        data = data.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                        pred = Net[i](data)\n",
    "                        pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                        #print('pred',pred.shape)\n",
    "                        #print('label',label.shape)     #label torch.Size([101, 1])\n",
    "                        loss = criterion(pred,label)\n",
    "                        optimizer.zero_grad()\n",
    "                        loss.backward()\n",
    "                        #viz.line([float(loss)],[vizx],win='loss', name='loss-batch', update='append')\n",
    "                        viz_batch[i].line([float(loss)],[vizx],win='loss'+str(i), name='loss'+str(i), update='append',opts=dict(title='loss'+str(i)))\n",
    "                        optimizer.step()\n",
    "                        #n +=1\n",
    "                        #print(loss)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABaY0lEQVR4nO3dd1xV5R/A8c/DVqYDVByACxEVFJxo7tQcaWqluSo1zSwzm1qZ7W1larbUX5aZpZYjNfdWVBwo4gJFGQIiyB7P748DCLIucOEynvfrdV/Aveee8z2Xe7/3Od/nOc8RUkoURVGUys/I0AEoiqIo+qESuqIoShWhErqiKEoVoRK6oihKFaESuqIoShWhErqiKEoVoRK6ohSTEGK5EOI9Q8ehKPdTCV1RypAQ4hchRKgQIlYIESiEmGzomJSqSyV0RSlbHwLOUkobYBjwnhDCy8AxKVWUSuhKpSOEeFUIcUMIESeEuCCE6CuE6CSEOCSEiMlsES8SQpjleI4UQjwrhLiY+bx3hRDNMp8TK4RYk7W8EKKXECJECPGGECJSCBEkhHiikHiGCCH8Mrd9UAjRLusxKaW/lDI568/MW7MyemmUak4ldKVSEUK4As8BHaWU1sAAIAhIB14E6gJdgb7As/c9fSDgBXQBXgGWAU8AjYE2wJgcy9bPXFdDYCKwLHPb98fTAfgJeAaoA3wH/C2EMM+xzGIhRAIQAIQCm0v8AihKIVRCVyqbdMAcaC2EMJVSBkkpL0spj0spD0sp06SUQWiJted9z/1YShkrpfQHzgLbpJRXpJR3gC1A+/uWf1NKmSyl3ANsAh7NJ54pwHdSyiNSynQp5QogGe1LAwAp5bOANdAD+CvzcUXRO5XQlUpFSnkJmAXMByKEEKuFEI5CiJZCiI1CiDAhRCzwAVoLO6fwHL8n5vO3VY6/b0sp43P8HQw45hOSE/BSZrklRggRg9biz7VsZrLfDzQCpuu2t4pSPCqhK5WOlPJXKWV3tGQqgY+BJWgljRaZHZBvAKIUm6klhLDM8XcT4GY+y10H3pdS2uW41ZRS/lbAek1QNXSljKiErlQqQghXIUSfzBp1ElrLOh2tpBEL3BVCtEI/reB3hBBmQogewBDgj3yW+R6YJoToLDSWQojBQghrIYSDEOJxIYSVEMJYCDEArU6/Uw+xKUoeJoYOQFGKyRz4CHADUoGDwFSgOVon5yvASeB3oE8pthMG3EZrlScA06SUAfcvJKX0FUJMARYBLdC+YPYDe9GOHqYDS9EaT8HALCnlhlLEpSgFEuoCF4qSmxCiF/CLlLKRgUNRlGJRJRdFUZQqQiV0RVGUKkKVXBRFUaoI1UJXFEWpIgw2yqVu3brS2dnZUJtXFEWplI4fPx4ppbTP7zGDJXRnZ2d8fX0NtXlFUZRKSQgRXNBjquSiKIpSRaiEriiKUkWohK4oilJFqFP/FUXJIzU1lZCQEJKSkgwdSrVlYWFBo0aNMDU11fk5KqEripJHSEgI1tbWODs7I0RpJq1USkJKSVRUFCEhIbi4uOj8PFVyURQlj6SkJOrUqaOSuYEIIahTp06xj5BUQlcUJV8qmRtWSV5/ldAVpaz88w+cPWvoKJRqRCV0RSkL58/DiBHw9NOGjkQBdu/ezZAhQwwdRplTCV1RysKrr0J6Ohw9CkeOGDqaKis9Pd3QIVQoKqErir7t2qWVW+bOBWtr+OYbQ0dUKQUFBdGqVSsmTpxIu3btGDVqFAkJCTg7O7NgwQK6d+/OH3/8wbZt2+jatSsdOnRg9OjR3L17F4B///2XVq1a0b17d/766y8D7035UMMWFUWfMjJgzhxo0gTmzYO4OFiyBD77DOrXN3R0JfLOP/6cuxmr13W2drTh7aHuRS534cIFfvzxR3x8fHjqqadYvHgxoI3R3r9/P5GRkTzyyCP8999/WFpa8vHHH/PFF1/wyiuvMGXKFHbu3Enz5s157LHH9Bp/RaVa6IqiT6tWwYkT8OGHYGEBM2ZAaiosW2boyCqlxo0b4+PjA8C4cePYv38/QHaCPnz4MOfOncPHxwdPT09WrFhBcHAwAQEBuLi40KJFC4QQjBs3zmD7UJ5UC11R9CUjA958E7y94fHHtftatoRBg2DpUnjtNTAzM2yMJaBLS7qs3D90L+tvS0tLQDsBp3///vz222+5lvPz86uWwy5VC11R9OXkSQgOhueeA6McH62ZMyE0FP7803CxVVLXrl3j0KFDAPz2229079491+NdunThwIEDXLp0CYCEhAQCAwNp1aoVV69e5fLly9nPrQ5UQlcUfdm4EYSAhx7Kff+AAeDiAtUkqeiTm5sbK1asoF27dkRHRzN9+vRcj9vb27N8+XLGjBlDu3bt6NKlCwEBAVhYWLBs2TIGDx5M9+7dcXJyMtAelC9VclEUfdm4Ebp0Afv7LiZjZAQ9e8KmTSCllvQVnRgZGbF06dJc9wUFBeX6u0+fPhw7dizPcwcOHEhAQEBZhlfhqBa6ouhDaCj4+kJBJ6907gy3bsF9yUhR9KnIhC6EaCyE2CWEOC+E8BdCvJDPMkII8bUQ4pIQ4rQQokPZhKsoFdTmzdrPwhI6wOHD5RNPFeDs7MxZNXVCsejSQk8DXpJSugFdgBlCiNb3LTMIaJF5mwos0WuUilLRbdwIjRtD27b5P962LdSooc4aVcpUkQldShkqpTyR+XsccB5oeN9iDwMrpeYwYCeEaKD3aBWlIkpKgu3btdZ5QfVxExNtOKNK6EoZKlYNXQjhDLQH7n9XNgSu5/g7hLxJHyHEVCGErxDC99atW8UMVVEqqD17ID6+4HJLls6dtZOOkpPLJy6l2tE5oQshrIA/gVlSyvvPA86vWSLz3CHlMimlt5TS2/7+kQCKUllt3KiVU3r3Lny5Ll0gJQVOnSqfuJRqR6eELoQwRUvmq6SU+c1yEwI0zvF3I+Bm6cNTlEpg40bo109L6oVRHaPFEh4eztixY2natCleXl507dqVdevWldv2g4KCaNOmDVu3bsXT0xNPT0+srKxwdXXF09OTCRMm6LQePz8/Nmd1mgPz58/ns88+K5OYdRnlIoAfgfNSyi8KWOxvYELmaJcuwB0pZage41SUiunmTW0oYp8+RS/bqBE4Oqo6ug6klAwfPpwHHniAK1eucPz4cVavXk1ISEiu5dLS0so8lgEDBuDn54efnx/e3t6sWrUKPz8/Vq5cmb1MYdP43p/Qy5IuLXQfYDzQRwjhl3l7SAgxTQgxLXOZzcAV4BLwPfBs2YSrKBXM8ePaT29v3Zbv0kUldB3s3LkTMzMzpk2bln2fk5MTM2fOZPny5YwePZqhQ4fy4IMPEh0dzfDhw7PPFD19+jSQtyXcpk0bgoKCCAoKws3NjSlTpuDu7s6DDz5IYmIiAMePH8fDw4OuXbvy7bffFhrj/dP49urVC19fXwAiIyNxdnYmJSWFt956i99//x1PT09+//13AM6dO0evXr1o2rQpX3/9td5etyLPFJVS7if/GnnOZSQwQ19BKUqlcfy4NrLF01O35Tt3hr/+0k4yqiz9SLNmgZ+fftfp6QkLFxb4sL+/Px06FHw6y6FDhzh9+jS1a9dm5syZtG/fnvXr17Nz504mTJiAXxHxXrx4kd9++43vv/+eRx99lD///JNx48bx5JNP8s0339CzZ09efvnlIncjaxpfIM8ZrQBmZmYsWLAAX19fFi1aBGhfNAEBAezatYu4uDhcXV2ZPn06pqamRW6vKOpMUUUpjePHwc0NrKx0Wz6rjn70aNnFVAXNmDEDDw8POnbsCED//v2pXbs2APv372f8+PGANg1AVFQUd+7cKXR9Li4ueGZ+CXt5eREUFMSdO3eIiYmhZ8+eANnrLExJ51kfPHgw5ubm1K1bFwcHB8LDw0u0nvupuVwUpTSOH9c6RHXl5aXN7XLkCAweXHZx6VMhLemy4u7uzp85Zqf89ttviYyMxDuztJU1fS5o9fb7CSEwMTEhIyMj+76kpKTs383NzbN/NzY2JjExESllsafczRlHzu3l3FZ+7t++vvoCVAtdUUrq5k1tDhcvL92fY2UFbdpAPpNJKff06dOHpKQkliy5d9J5QkJCvss+8MADrFq1CtAuBl23bl1sbGxwdnbmxIkTAJw4cYKrV68Wuk07OztsbW2zSyhZ69SVs7MzxzP7VNauXZt9v7W1NXFxccVaV0mphK4oJVXcDtEs7u5QzWYBLC4hBOvXr2fPnj24uLjQqVMnJk6cyMcff5xn2fnz5+Pr60u7du147bXXWLFiBQAjR44kOjoaT09PlixZQsuWLYvc7s8//8yMGTPo2rUrNYoahnqfOXPmsGTJErp160ZkZGT2/b179+bcuXO5OkXLisjvcKU8eHt7y6weYUWplObPh3ffhdhYyHHoXaQFC7Tn3r0LNWuWVXSlcv78edzc3AwdRrWX3/9BCHFcSplvK0K10BWlpI4fh1atipfMQetElRICA8smLqXaUgldUUrK17d49fMsrVppP8+f1288SrWnErqilMTNmxAWVvz6OUCLFtpIF1VHV/RMJXRFKYmsDtGStNAtLLRrjKoWuqJnKqErSkkcP661snU9Q/R+bm6qha7onUroilISJe0QzdKqldYpWsikTopSXCqhK0pJ+PqWrH6exc1Nu9CFumi0Toqacnb9+vWcO3euHCOqmFRCV5TiyuoQLUn9PEvWSBdVdtELldA1KqErSnGV9AzRnNTQxSK9//77uLq60q9fPy5cuADA999/T8eOHfHw8GDkyJEkJCRw8OBB/v77b15++WU8PT25fPlyvstVB2pyLkUpLl/f0nWIAtSuDQ4OlaKFPmvWrCKnoy0uT09PFhYy6VfWBS1OnjxJWloaHTp0wMvLi0ceeYQpU6YAMG/ePH788UdmzpzJsGHDGDJkCKNGjQK0eVnyW66qUwldUYrL1xdaty79afutWqkWegH27dvHiBEjqJn5Gg8bNgyAs2fPMm/ePGJiYrh79y4DBgzI9/m6LlfVqISuKMUhpVZyGTiw9Otyc4M1a7R1FnPa1vJUWEu6LOU3le2kSZNYv349Hh4eLF++nN27d+f7XF2Xq2pUDV1RiuPGDQgPL139PEurVnD7tnb1IiWXBx54gHXr1pGYmEhcXBz//PMPAHFxcTRo0IDU1NRc09veP0VtQctVdSqhK0px6KNDNEvWLHqVoI5e3jp06MBjjz2Gp6cnI0eOpEePHgC8++67dO7cmf79+9Mqq2MZePzxx/n0009p3749ly9fLnC5qk5Nn6soxfHmm/DhhxAXB8WcLzuP4GBwdobvvoOpU/USnr6o6XMrBjV9rqKUJV9f7QIVpU3mAI0bax2rqmNU0ROV0BVFV1kdoqU5oSgnIyNwdVUJXdEbldAVRVfXr2sdmPqon2dxc6uwCd1Q5VhFU5LXXyV0RdGVPjtEs7i5wbVr2uXoKhALCwuioqJUUjcQKSVRUVFYWFgU63lqHLqi6MrXF0xMoF07/a2zdWvt54UL+ivl6EGjRo0ICQnhlhpSaTAWFhY0atSoWM9RCV1RdOXrC23aaBeo0JesEQznz1eohG5qaoqLi4uhw1CKSZVcFEUX+u4QzdK8udbqVzMFKnqgErqi6CIoCKKi9Fs/BzA11ZJ6Be0YVSoXldAVRRfHjmk/O3bU/7or8EgXpXJRCV1RdHH0KJibQ9u2+l9369Zw6RKkpOh/3Uq1ohK6ouji2DFt/nMzM/2v281Nu7bopUv6X7dSraiErihFSU/XOkQ7dSqb9WeNdFEdo0opqYSuKEU5fx7i48umfg7a6f9Z21GUUlAJXVGKcvSo9rOsWuiWluDkpBK6UmoqoStKUY4dAxsbaNGi7LbRurVK6EqpqYSuKEU5elQrtxiV4cfFzU270EV6etltQ6nyVEJXlMIkJcHp02VXP8/i5qZtKzi4bLejVGkqoStKYfz8IC2t7OrnWXLO6aIoJaQSuqIUpizPEM1JJXRFD4pM6EKIn4QQEUKIswU83ksIcUcI4Zd5e0v/YSqKgRw9Cg0aQMOGZbud2rWhXj2V0JVS0WX63OXAImBlIcvsk1IO0UtEilKRHDumtc6FKPttubmBv3/Zb0epsopsoUsp9wLR5RCLolQs0dHahSfKutySxdNT64BNSyuf7SlVjr5q6F2FEKeEEFuEEO4FLSSEmCqE8BVC+KoroSgV3h9/aD8HDSqf7Xl5QWKiKrsoJaaPhH4CcJJSegDfAOsLWlBKuUxK6S2l9La3t9fDphWlDK1YAe7u0KFD+Wwv6+IZWdcuVZRiKnVCl1LGSinvZv6+GTAVQtQtdWSKYkiBgXDoEEycWD71c4CWLbVpAFRCV0qo1AldCFFfCO0dL4TolLnOqNKuV1EMauVK7czQcePKb5vGxtC+vUroSokVOcpFCPEb0AuoK4QIAd4GTAGklEuBUcB0IUQakAg8LqWUZRaxopS1jAz43//gwQe1IYvlycsLli3TOkZN1DXcleIp8h0jpRxTxOOL0IY1KkrVsHs3XLsGH31U/tvO6hgNCIA2bcp/+0qlps4UVZT7rVihza44fHj5bzurY/TEifLftlLpqYSuKDnFxMCff8Kjj0KNGuW/fVdX1TGqlJhK6IqS0wsvaCWPZ581zPaNjbUTjFRCV0pAJXRFyfLXX9roljfe0EabGIqXF5w8qeZGV4pNJXRFAQgLg2ee0U4iesvA88t16AAJCdq0A4pSDCqhK4qUMGUKxMVpwxVNTQ0bjzpjVCkhldAVZeVK2LhRG6bYurWho4FWrbQOWZXQlWJSCV2p3sLC4MUXwccHnn/e0NFoTEy0jlFfX0NHolQyKqEr1dtzz2n16h9/LNuLQBdX165aQk9KMnQkSiVSgd7BilLO/vxTu82fr43/rkh69YLkZDh82NCRKJWISuhK9XT7NsyYoQ1PfOklQ0eTV48e2hHDrl2GjkSpRNTsP0r19OqrEBkJW7YYflRLfuzstC+b3bsNHYlSiagWulL97NsH33+vdYYa8gSiovTurZVcEhMNHYlSSaiErlQvKSnaCUROTlrtvCLr1UuL99AhQ0eiVBIqoSvVyyefaNfsXLxYmwSrIsuqo6uyi6IjldCV6uPiRXjvPW0mxYceMnQ0RbOx0c4aVR2jio5UQleqBym1US3m5rBwoaGj0V3v3nDkiDZWXlGKoBK6Uj2sWQPbt8P775f/ZeVKo1cvSE1VdXRFJyqhK1XfnTswa5ZWvpg+3dDRFE/37toc6arsouhAjUNXqr4334TwcPjnHy05VibW1uDtrRK6ohPVQleqtuPH4dtvtSsQeXsbOpqS6ddPq6NHRxs6EqWCUwldqboyMrREbm+vjW6prIYO1a5etGWLoSNRKjiV0JWq64cf4OhR+Owz7VT6yqpjR6hXTysZKUohVEJXqqbISHj9dejZE554wtDRlI6REQweDP/+q414UZQCqISuVE2vvQaxsVr9XAhDR1N6w4Zpo3X27TN0JEoFphK6UvUcOqRdsGLWLHB3N3Q0+tGvn3ZS1N9/GzoSpQJTCV2pWtLStI7Qhg3hrbcMHY3+WFpC375aHV3K8t9+eLh2mb6jR8t/24rOVEJXqpYlS8DPD778UhvDXZUMHQpXrmiTi+nqwAHo3x+uXSvdtj/+GA4ehDfeKN16lDKlErpSdYSFwbx5WgIbNcrQ0ejfkCHaz+KMdnn1VfjvP3jwQa2juCRCQ7UvSnt72LFDXRavAlMJXak6Xn5ZuxjEN99UjY7Q+zVqBB066F5HP3RIa6GPHw/BwdpImbt3i7/dTz7RRtds3w516mjz4SgVkkroStWwZw/88ouW1CvaBZ/16dFHtdKHn1/Ry376KdSqpc39/vvv2lmzI0dqJynpKjQUli7VvhQ8PLSO5o0bddu+Uu5UQlcqv9RUrSPUyQnmzjV0NGVr2jRtnvQPPih8ucBAWL9ee12srLRhj998A9u2wYYNum/vo4+013fePO3v557TbfuKQaiErlR+CxfCuXNawqpZ09DRlC1bWy2prl0LFy4UvNyXX4KZGcycee++qVO1L71vvtFtW+Hh8N13MHEiNGum3Wdnd2/7xemcVcqFSuhK5Xb9unZt0GHDtFEg1cELL4CFhdZ6zk9EBCxfDhMmaFMGZDE21lrsu3fDmTNFb2fDBkhO1rZ3//aFgNWrS7oHShlRCV2p3GbN0sZlf/WVoSMpPw4OMGWK1mcQHJz38U8+0RLxSy/lfezpp7Uvg0WLit7Opk1ai75t27zbV5fGq5BUQlcqr82b4a+/tPnOnZ0NHU35mjNHayV/9lnu+wMCtC+3J5/Mv3O4Th1tbptffoHbtwtef2KiNtxxyJD8Rwz16aMNX4yPL91+KHqlErpSOcXFaR2Ebm75t0SrusaNtdr20qXapF2gHanMmqX1I3z4YcHPnTlTu0bpTz8VvMzu3doyWWPf79enj9ZZun9/SfdAKQMqoSuV0xtvQEiINmeLmZmhozGMTz+FNm3gkUe08eYbN8LWrfDOO1pZpCAeHtCjhzZxWUFDGDdu1L4YevXK/3EfHzA1hZ07S70biv4UmdCFED8JISKEEGcLeFwIIb4WQlwSQpwWQnTQf5iKksP+/VoymjkTunY1dDSGY2enJfDGjbWThp57TjtimTGj6Oe+8AJcvaqNUb+flFr9vF8/rd6eH0tL6NJFJfQKRpcW+nJgYCGPDwJaZN6mAktKH5aiFCApCSZPhiZN1BmLoLXEt2/XxoZfu6bVz01Ni37eI4/AoEHa1AAXL+Z+zN9f62wtqNySpW9fOHGi8Fq8Uq6KTOhSyr1AYRczfBhYKTWHATshRAN9Bagoubz9tjb+etky7YQZRfty27dPGxvev79uzxFCu6KThYVWi89Zetm4Ufv50EOFr6NPH+0yf3v3lixuRe/0UUNvCFzP8XdI5n15CCGmCiF8hRC+t27d0sOmlWpl926tbjxlijbZlHKPk5N2Wn9xODpqwxcPHYLPP793/6ZN2pwxDfP9GN/TuTPUqKHKLhWIPhJ6frMg5Tths5RymZTSW0rpbW9vr4dNK9XG7dvafCLNm2tnQSr6MWaM9kUwdy506qTNUnnwYNHlFtA6o3v0UAm9AtFHQg8BGuf4uxFwUw/rVRSNlNoQxbAwWLVK65BT9EMI7fT+6dO1ibz8/bWzSx97TLfn9+kDZ89q0wQoBmeih3X8DTwnhFgNdAbuSClD9bBeRdGsXAlr1midoB07GjqaqqdOHfj665I9t08f7eeuXfD44/qLSSkRXYYt/gYcAlyFECFCiKeFENOEENMyF9kMXAEuAd8Dz5ZZtEr1c+aM1nrs2VMbkaFULB06aJ3T6uLVFUKRLXQp5ZgiHpeADgNfFaWY4uK0mq6NDfz2mza5lFKxGBtr49EPHDB0JArqTFGlopJSG29+6ZI2q18DNRK2wvLx0Y6kYmMNHUm1pxK6UjF9841WN//gg4JPP1cqBh8fbTy6utaowamErlQ8+/ZpE24NG6ZdUk6p2Dp3BiMjbbijYlAqoSsVy82bMHo0uLhoo1uM1Fu0wrOx0eZMV3V0g1OfFqXiSEnROkHv3oV167TLrSmVg4+PVnJJSzN0JNWaSuhKxSClNnvioUPw88/g7m7oiJTi8PHRvoh1ubSdUmZUQlcqhi+/1Cbcev11reSiVC4+PtpPVXYxKJXQFcPbsEG7pNqoUfDee4aORimJJk20ybxUQjcoldAVwzpxAsaO1U7pV52glZcQ0K2bSugGpj49iuEEBmoXWahbV2ul16hh6IiU0vDxgevXtZtiECqhK4Zx/bp2MYaMDO0yavXrGzoipbSy6uhqPLrBqISulL+ICC2Zx8RoybxVK0NHpOiDp6c2tbG6gpHB6GP6XEXR3a1bWjIPDoZt27TZ+pSqwcREa6Xv2WPoSKot1UJXyk94OPTurdXON2zQrnZTTBkZGSQkJJRBcIpe9OqlXSRDXWLSIFRCV8pHaKj2Yb96VbtmZTGuCXrz5k0+//xzhg8fjoODA5aWljRr1oyRI0fy5ZdfkpiYWHZxK8WTNZGaKrsYhEroStm7fFlrjYeEwL//3rvKTRHS0tJYuHAhrq6uzJkzB39/f4YNG8Y777yDl5cXp0+fZvbs2bRt25bt27eX8U4oOvH2hpo1tQt6K+VO1dCVsnXihDY0MS0Ntm/XLoagAz8/P5588kn8/PwYNGgQCxcupGXLlnmW27lzJ9OmTePBBx9k/PjxLFu2DAsLC33vhaIrU1NVRzcg1UJXys5//2mXjrOw0E440TGZb9++nR49ehAeHs7atWvZtGlTvskcoE+fPpw+fZo333yTX375hZEjR5KcnKzPvVCKq1cvbU6XyEhDR1LtqISu6J+U2kWHBw4EZ2dtXLKOQxN/++03Bg8ejIuLC76+vowcORIhRKHPsbCwYMGCBXz33Xds3ryZxx57jNTUVD3siFIiWXV0dZ3RcqcSuqJfSUnw1FPwwgsweLDWMm/YUKenLlmyhLFjx9K1a1f27t2Lo6NjsTY9ZcoUFi1axIYNG3jiiSdIT08vyR4opeXtrZ31q+ro5U7V0BX9uXwZHn8cfH3h7bfhrbd0nptl1apVPPvsswwdOpQ1a9aUuA4+Y8YMkpKSmDNnDu3atWPevHklWo9SCmZmWh1dJfRyp1roin78/ju0b69d1Hn9epg/X+dkvmXLFiZNmkSvXr1KlcyzzJ49m7Fjx/L222+zTx32G0ZWHT062tCRVCsqoSulExcHkydrLfO2bcHPDx5+WOenHzp0iJEjR9KuXTs2bNiglxEqQgiWLl1K06ZNGTt2LFFRUaVep1JMPXtqfSlqPHq5UgldKbm9e8HDA376Sbswxe7d4OSk89MvXbrE0KFDadiwIVu2bMHGxkZvoVlbW7N69WrCw8OZNGkSUkq9rVvRQceOWh19505DR1KtqISuFF98PLz0knZYLYSW2D/4QBuDrKPo6GgGDx4MaCUXBwcHvYfp5eXFp59+ysaNG1m+fLne168Uwtxce39s3WroSKoVldCV4vn3X2jTBr74Ap55Bk6dgu7di7WKlJQUHnnkEYKCgli/fj3Nmzcvo2Bh5syZ+Pj4MGfOHCIiIspsO0o+BgzQ5u0JCjJ0JNWGSuiKbq5fhzFjtLM+LSy0VvmSJWBlVazVSCmZMmUKe/bs4aeffqJ7Mb8MisvIyIhly5YRFxfH7Nmzy3Rbyn0GDNB+qlZ6uVEJXSlcfLw2YsXVFdat03738yvRTIkA77zzDitXruSdd97hiSee0GekBWrdujWvvfYaq1atUnO+lCdXV+1aoyqhlx8ppUFuXl5eUqnAkpKkXLxYSkdHKUHKxx6T8urVUq1y+fLlEpCTJk2SGRkZ+olTR4mJibJly5ayadOmMj4+vly3Xa1NnSqltbWUKSmGjqTKAHxlAXlVtdCV3FJS4PvvoWVLePZZcHHRTuFevVo7jb+EduzYweTJk+nbty/fffddkafz65uFhQVLly7lypUrfPLJJ+W67WptwABtaOvhw4aOpFpQCV3R3L0LX34JTZvC1KnaNT63btWSeSnr3MeOHWP48OG4urqydu1azMzM9BR08fTu3ZvHH3+cjz/+mCDVUVc++vYFY2NVdiknKqFXdzduwBtvaOPHZ8+G5s21kSyHD2sXoShlS9rf35+BAwdib2/P1q1bsbOz00/cJfTJJ59gZGTEnDlzDBpHtWFrq82yqRJ6uVAJvTqSEvbvh7FjtTLKRx/BAw9osyLu3q0dJuuhJHLlyhX69++Pubk5//33Hw11nKSrLDVu3Jg33niDP//8kx07dhg6nOph4EA4flxdlq4cqIRendy+DYsWaafo9+ihXQpu5kxt/pV166BrV71tKjAwkN69e5OSksL27dtp2rSp3tZdWi+99BIuLi688MILaprd8jBggNaIUCOMypxK6FVdejps26aNIW/QQEvgNWvCDz/AzZvaCUJ6TrYnTpyge/fuJCYmsn37dtzd3fW6/tKysLDgyy+/xN/fnyVLlhg6nKrPywvq1tUaEEqZEtJAc1x4e3tLX19fg2y7Wjh/HlasgF9+0erktWrBuHHw5JParIhlZO/evQwdOhQ7Ozu2b99e4JWGDE1KyYABAzh27BiBgYHY29sbOqSq7amn4K+/ICJCm15XKTEhxHEppXd+j6kWelUSFAQff6wl7Nat4bPPtN9//11rjX/9dZklcyklixcvpl+/fjg6OrJ///4Km8xBm5Fx4cKFxMXF8eabbxo6nKrvkUfgzh3YtcvQkVRpKqFXdlevwqefQufO2pjx117TTs1fuFBrmf/zDzz6qHZfGYmPj2fChAnMmDGD/v37c+DAARo3blxm29OX1q1b89xzz7Fs2TL8/PwMHU7V1q+fNk3EunWGjqRKUyWXykZKCAjQDl///BNOntTu9/aGUaO05O3iUm7hHDhwgClTphAQEMA777zD3LlzMdLxwhYVQUxMDC1atMDNzY09e/aU+wlP1cqjj2pzAN24oY1NV0qk1CUXIcRAIcQFIcQlIcRr+TzeSwhxRwjhl3l7q7RBF6banRSSkgL//QezZmlncLZuDfPmaa3uTz+FK1fg2DF49dVyS+a3b99m6tSpdO/enfj4eLZu3cqbb75ZqZI5gJ2dHe+//z779u1j9erVhg6nahsxAsLD1VmjZamgOQGyboAxcBloCpgBp4DW9y3TC9hY1Lpy3ko6l8vKlSuliYmJ9PX1LdHzK42YGClXrdLmULGx0eZTMTeXctAgKb/9VsobNwwUVox87733ZJ06daSxsbGcM2eOvHv3rkFi0Ze0tDTp7e0t69evL2NiYgwdTtV1546UZmZSvvSSoSOp1ChkLhddEnpXYGuOv18HXpcGSujR0dHS0dFRtm3bViYnJ5doHRVWQoKUa9ZIOWKElrxBynr1pJw8WcoNG6Q0YOK8evWqnDt3rrS1tZWAHDJkiDx58qTB4tG3o0ePSiGEfOGFFwwdStU2aJCUTZtKWc6Ts1UlpU3oo4Afcvw9Hlh03zK9gKjM1vsWwL2AdU0FfAHfJk2alHiH/vnnHwnIt956q8TrqDBSU6X8918px4+X0spK+5fUry/lCy9IeeCAlOnpBgstOjparly5Uvbp00cCUgghR4wYIY8fP26wmMrS9OnTpZGRUZX6oqpwli3T3uOnThk6kkqrtAl9dD4J/Zv7lrEBrDJ/fwi4WNR6Szt97rhx46SJiUnl/fD5+0s5Z47WAgcp7ey0lviOHVKmpRkkpIyMDBkQECAXLlwo+/TpI42NjSUgXVxc5IIFC2RwcLBB4iov0dHR0t7eXnbp0kWmG/CLtEoLC5NSCCnfftvQkVRahSX0Ike5CCG6AvOllAMy/349s/b+YSHPCQK8pZSRBS1T2lEu0dHRtG7dmvr163P06FGDzeBXLBkZsHGjNj583z4wMYHBg2HiRHjoIe06jOUsNjaWHTt28O+//7J161aCg4MBcHNz4+GHH+bhhx+mU6dOla6zs6RWrlzJxIkTWbx4MdOnTzd0OOUiNTWV48ePExMTQ0JCAunp6XTv3p0GDRqUzQb79IGQELhwQS9zBlU3hY1y0aWFbgJcAVy41ynqft8y9bk3BLITcC3r74Ju+rjAxfr16yUgn3zyyXK/YEKxpKZK+dNPUrZsqbXGnZ2l/PxzKcPDDRJOaGioXLRokezdu7c0MTGRgLS2tpbDhw+XixcvlpcvXzZIXBVBRkaG7Nevn7SyspJXS3lBj4ru9OnTcvbs2dLBwUECeW6dOnWS77//voyKitLvhn/+WfscHDqk3/VWE5Sm5CLvlVEC0Ua7zM28bxowLfP35wD/zGR/GOhW1Dr1dcWit99+WwLy3Xff1cv69Co9XevkdHXVXur27aX87TctwZezpKQk+csvv8iePXtKIYQEZOvWreWrr74qd+/eXfU6mEshKChIWllZyb59+1bshkIJRUdHywkTJkhAmpqaykceeUT+8ccf8uDBg/LUqVPS19dXvv/++7Jz584SkPb29vKXX37R32sRGytljRpSTpumn/VVM6VO6GVx01dCz8jIkOPHj5eAXLVqlV7WqRf79knp7a29xO7uUq5bZ5Ce/bCwMPnaa6/JunXrSkA2b95cvv322/Ls2bPlHktlsnTpUgnI7777ztCh6NWGDRtkgwYNpImJiZw7d668detWocufPHlSdurUSQKyX79+MiQkRD+BPPGE1m+UlKSf9VUjVTqhS6m1Pnv27CnNzMzkmjVr9LbeErl6VcrRo7WXtmFDKVesMEgnZ2RkpHz11VdlzZo1pZGRkRw+fLjctm2b6uzTUUZGhuzTp0+VKb2kp6fL2bNnS0B6eHjIEydO6PzctLQ0+e2330orKyvZqFEjefr06dIHtHWr9hlZu7b066pmqnxCl1I7jOzatasE5Lx588o/caWmSvnpp9qhZI0aUs6fb5Bx46mpqfLLL7+UNjY2Ugghx44dKy9cuFDucVQFV69eldbW1rJLly6VuiSVkJAgR44cKQE5c+bMEu+Ln5+fdHR0lDY2NnLHjh2lCyotTcoGDaQcNqx066mGqkVCl1JrqT/11FMSkEOHDpVhYWF630a+jh/X6uMg5dChUl67Vj7bvc/hw4elp6enBOSgQYNUWUUP1qxZIwE5e/ZsQ4dSIpGRkbJbt25SCCG/+OKLUq8vODhYuru7S1NTU/nXX3+VbmUvvyyliYmUERGljqs6qTYJXUrtUPmbb76RJiYmsmbNmvK1117Tfy99lqQkKefOldLYWDsZ6I8/DFInT0pKknPmzJFCCNmwYUP5559/VsnOPEOZMWOGBOS6desMHUqx3Lp1S3p4eEhzc3P5xx9/6G29t2/fll27dpWmpqZyy5YtJV/RmTNaCvrqK73FVh1UrYSeliZlfHyRiwUGBsqxY8dKIYS0sbGREydOlGvXrpWxsbEl2+79jh2Tsk0b7SWcOFHK6Gj9rLeYzp49K9u1aycBOW3aNP3tn5ItKSlJenl5SVtb20ozpPPWrVuyXbt20sLCQm7dulXv6799+7Zs3769tLCwkLt37y75iry8pGzdWk0FUAxVK6H/+682WdUzz0h59GiRb4TTp0/L8ePHSzs7OwlIMzMz2aFDB/nkk0/KhQsXym3btsnr16/r3qINCZFy0iTtbDdHRyk3bizZfpRSRkaGXLp0qTQ3N5f29vbyn3/+MUgc1cWVK1eknZ2ddHV1LbsjPj3Jmcy3bdtWZtuJiIiQbm5u0srKSh49erRkK1mxQktDZRhnhbNokZSlKIdWrYR+5oyUEyZoHY+gtZLffFPKw4cLnfckJSVF7tq1S77yyiuyf//+eU6msLKykt27d5cvvfSS/P333/MO54qIkPKNN7Ttmplp9T8DzcwXFxcnx44dKwE5YMCA8usrqOb27NkjzczMZPfu3WViYqKhw8lXVFSU9PDwKPNknuXGjRvSxcVF2tvby4sXLxZ/BUlJ2vQXDz2k/+AqooAArTH46qslXkXVSuhZYmKkXLJESh8fKY2MZPbMhPPnSxkZqdMqwsLC5K5du+TixYvlc889J7t06SLNzc0lII2MjGSvXr3kV/Pny7Cnn773BfL441JeuVK62EvB399furm5SSMjI/nuu++qYYjl7Pfff5eAHDVqVIV77W/fvi07dOggzc3Ny6TMUpALFy7IOnXqyGbNmsnwkpz9/M472mcrIED/wVU0kyZpuaQUZ4lXzYSeU2SkNnf40KHaLllaSvnii1p5pJiSk5Pl4cOH5bzJk2XrzKlizUBObNZMnjDwmNlVq1bJmjVrSgcHh9IPG1NK7PPPP5eAnDx5skwz0ERq94uJiZGdOnWSZmZmctOmTeW+/UOHDskaNWpIb29vGRcXV7wnh4drR73Tp5dNcBXF1avaAIpSTtFc9RN6TmfPalPRGhtrb5Jp07QXUhepqdoZnX37ai+NlZX0nzBBzpgwQVpaWkpA9u/fv+T1whJKSkqSzz77rARk9+7d5Q0DXdxC0WRkZMh58+ZJQI4ZM0ampKQYNJ6oqCjZsWNHaWJiIv/++2+DxbFhwwZpZGQkBw4cWPzX5MknpaxZU8oK3j9RKtOmaTnp+vVSraZ6JfQsV65oHadmZlpyHzhQmyDr/tEoCQlS7t6t1eEbNZLZZ3h++GGuZW/fvi0//fTT7FPoR4wYIf39/ct2H6SU58+fzx5bPmfOHIMnD+Wejz76SAJy2LBhBquph4eHy3bt2kkzMzODJvMs33//vQTkE088UbySlJ+f9tn76KOyC86QbtzQctEzz5R6VdUzoWe5fl3K116T0sVF211jYykdHKRs3lzKtm21Fxm0jop+/bQWeiGTZ8XGxsoFCxZIGxsbaWRkJJ955pky6ZTMGsVSo0YNWbdu3QrxYVXy+vbbbyUgO3fuLK+XsuVVXNevX5etWrWSNWrUKJcOUF299957EpAvvvhi8c6H6NdPSnt7bfKuqubFF7Xco4f+t+qd0LNkZGhjx996S/uWHDNGq7m//LKUf/9d7EO9W7duyeeff16amJhIKysrOX/+fHnnzh29hBoQECD79+8vAfnggw/Kmzdv6mW9StlYu3attLKykvb29uXWt3HkyBHZoEEDaWVlJffs2VMu29RVRkaGnDlzZvFnQT16VEtJVe3iFyEhWkfo+PF6WZ1K6GUoMDBQPvLIIxKQtWvXlh999FGJL5ocGxsrX3/9dWlqaiptbW3lokWLKtxICiV/58+fzx599Oabb5ZpCebXX3+VFhYW0snJSZ6qoJdyS09Pz54FdcGCBbo/cfRobVBDaGjZBVfeJk7UKgF6OilNJfRycOzYMTlo0CAJSFtbW/ncc8/pPCvd5cuX5YsvvihtbGwkICdOnKjGlldCsbGxcty4cRKQLVu2lLt27dLr+uPi4uTzzz8vAfnAAw/IiAo+B0paWlr2vOvz58/X7UmBgVpp4tlnyza48nLsmJZmX3lFb6tUCb0cHTx4UD7xxBPZ49nd3d3llClT5I8//ij37t0r9+3bJ/fv3y9///13OWvWLNm5c2cphJAmJiZyzJgx5T6CRtG/f//9V7q4uEhAPvroo3ppRW/ZskU6OTlJIYR8/vnnK83sj2lpaXLSpEkSkC+99JJuwzynT9cm7QoMLPsAy1JGhpTdu2v9Anoqx0qpEnq+MjIy5M/7r8jQmLI5NI6MjJRffvmlHDhwYPa0A/ffLCwsZPfu3eXbb7+tvwsHVCC7L0TIH/ddkYcuR8o7idVrdE58fLycN2+etLKyyh4Js2PHjjwJLSk1Taak5V9Wy8jIkNu3b5eDBw+WgHRzc5P79+8vj/B1lp6eIef/fVb63yg4YaWnp2cPu33ooYdkTFFnWIeGamWX4cMr9xwvf/yhpdilS/W62mqR0ANCY2W3D3fIyxG6ndRwISxWOr26UX65veznCk9PT5fnzp2T27Ztl9u3b5fbtm2Tx44dq/CtrLT0DPnUz0flngvFP7RPSk2T7eZvlU6vbsy+Pbxov/zb74ZMLSCBVTWRcUkyNPyWnD9/vqxVq5YEZL169eT06dPlunXrZGBgoBy1eJ+c9j/f7OfExsbKnTt3yvfff1+6u7tnXwLuvffek0mlvLrP3sAI+eAXe2RMgv6+XAMzP0fDFu0vckTL4sWLpYmJiWzVqpUMKOqs0I8+0tLTr7/qLdaylpGRIdccuyZj4lO0CQRdXLSpSfR8ycnCErpJ3stGV04/H7jKjZhEDlyOoqm9VZHLHwuKBuBixN2yDg0jIyP+F5CG3zVz1kzripV55XjZL9+6y46ACGpZmvFAS/tiPXf3hVvcSUzly8c8sKtpxtmQO/x18gYzfztJQ7sazB/mTv/W9coocsNLSk1n4Ff7cK5Tk9VvvsXLL7/M5s2bWbNmDcuXL2fJkiUACBMzTCxt2fCKCenp6URGRpKRkQGAl5cXP//8M48//jgWFhaliiclLYO3NvhzNTKe0yEx9GhR9P8zOCqeod/s57vx3nRtViffZc6FxgJw6noMW/3DGdimfoHrmz59Oq1atWL06NF4eHgwd+5cXnnlFczNzfMu/NJLsH49zJgBPXuCo2OuhxNS0vhh31UuhMfh1aQWnZvWxq2+DUZGosj9KomUtAxWHgriic5O1DAzzneZy7fieXntaSIGJDPj72/h6lXYuRNMyu/zblRuWypDsUmpbPC7CYD/jTs6Ped40G0ALoUXntB/2HcF38zkX1LJaen87XeTc6GxzFlzSjs0yhQQFsvhK1F5npORIUlISSvVdkvr1PUYAM6E6Paa5rT+5A3qWpkxtJ0jvV0dmNm3BTtm92TZeC/MTIxYsNFfz9FWLJtOh3IrLpljQbdZtvcKNWvWZNSoUaxZs4bIyEiOHDlCl4lzsfIchFljD/o+OJARI0bw5ptvsmXLFqKiovD19WXSpEmlTuYA/zsczNXIeAAuhMXptg9nQolNSmPx7ksFLuN/MxYzYyOa2Vvy6dYA0tIzCl1n7969OXPmDMOHD+ett97Cw8ODv//+m/T09NwLmpjAihWQlARTpkDmZyYjQ7L2eAi9P9vNF9sD8Q2KZsHGcwz+ej8Pf3tAp/0qib2Bt3hv03nWnggpcJmAMO3LLfG/nfDVV/Dss9C7d5nFlJ8qkdD/Oh5CYmo6jrYWnL2ZO/lE3U1mwJd78ctMTlmOBWtJ+krk3QLfhCG3E3hv03me/+0kiSnp+S6ji8NXormbnEafVg786x/Gt7sukZEh+WHfFYZ+s58nfz5G6n0x/Lj/Kj4f7SQ2KbXE2y2tM5lfjhcj4or15XInMZUd5yMY6uGIifG9t5iRkeBB9/qM9m7E9ehEYhJS9B6zPhwLii4yMRXlf4eDaWpvyUD3+nyx/QLnbsZmP1azZk0sHFsSWr8rD097nbqDZzF93icsXbqU+fPnM3DgQGrXrl3a3ch2Oz6Fr/4LpEeLutS1MidAx4S+/Vw4APsuRhIYnv9z/G/ewbW+NS8PaMXlW/H8WUjCy9KgQQNWr17Nli1bSElJ4eGHH6ZFixZ89tlnhIWF3VuwZUv4+GPYvBl+/BGADzafZ84fp6hvW4M/p3flyBv9OPBaHyZ2deLMjTtcj07Qad+K63zmkcjm06EFLnMhLI6aKYmMWfI2uLhosZezSp/QpZSsOnINj0a2DPV0JDDsLilp9z6M+y9FciE8jt+PXcu+Lzw2ievRibg1sCE1XRJcwJtgU+Y/7+adpEJbKUXZfi6MGqbGLH6iA8M9Hfl8eyAjlx7kvU3naVy7Jomp6dlvmCy7AyO4nZDKn8eL/oCUlVMhdzAzMSJDwtkbsUU/IdOWM6GkpGcwon3DfB9v19AOKN46ixKTkML6kzdyHf2UxPHg24xeeoi1pXjdz4Tcwe96DOO7OPHBI22xrWHG7DV+JKfdaxQs3nUZGwsTFjzcBiBPkj157TY7A8IL3U5sUipndTgi/WrHRe4mpzFvcGta1bfWqYUeEZeE3/UYnvRxxtzEiJ8PXM2zjJSSczdjcXe0YYB7Pdo3sePL7RdJStWt8TNw4EAuXLjAmjVraNy4MS+//DINGjTAzc2N6dOn8+OPP7LTzY0r3bqR/NxzcOQIW8+F0dvVnnXTu+HlpH3pNbSrwZjOTQA4erV0R9MFyfr/HLkaReTd5HyXOR8ax2u7l9Pgdji3F38HVkWXfvWt0iX0rOJ/lqNXo7kYcZcnujjRxtGWlPQMLkbE5XocYJt/OOkZ2vN8M8stYzs1BuBiAWWXjadDadfIluGejny35wpBmYesxZGRIdl+LpyeLe2xMDXmw0fa0bqBDf43Y3l3eBtWTe6cKyaAtPQMTl6LAeB/h4LJyMg/Sd2OT2Hhf4F8uOU87248xxfbA/XWok9Jy+B8aCyD2zYA4HRIjM7PXXfyBk3tLWnb0Dbfx9s0tNHWeUP3dRblu71XmPW7H3svRha6XFHJ5p9TWuluT+AtnbYbk5DCioNBuZLk/w4HUcPUmEc6NKK2pRmfjGpLQFgck1f4suN8OAFhsfzrH8bEbs4416lJbUuzPEn2/U3nmb3mVIH/eyklM1adYNii/YUm9cu37vK/w8GM6dQE1/rWtKxnzcWIuOzPQkF2no9ASnjUuzGPdGjIXyduEB2f+4gq9E4StxNSae1ogxCCVwe2Iiw2iVVHrhWw1rxMTU0ZPXo0e/bs4cyZM3z88ce4uLjwyy+/MHnyZPr270+zgwexSE6mRpcuHHnnEba+8wQ9enRnyJAhTJo0ibfeeou9f/+OSbg/e87m/eLRh/OhsTS1tyRDwr9nw/JdptHW9Uw4uYmfvIdxoknb7PtT0jIY/u0BXv7jFFF3kwkJCSExMbFM4qx0Cf1UyB0GLNzL/w4FEZeUyqoj17CxMGFoO0fcHbVE4Z+j5XcsKJqaZsZExadkd4T6BkdjYWrEMA+tBXkpIm+LJTgqnjM37jCkXQNef8gNU2PBuxvPFTveMzfuEB6bnN0BWMPMmDXPdGXfK70Z38WJBrY1aGhXg+PX7iX086FxJKSk07eVA1ci4zlwOf8ktfrYdRb+d5HlB4JYffQai3ZeZNSSg3o57AwMjyMlLYM+rRxwtLXgdCF19Bd/92P2735ExCZxIyaRI1ejGeHZECHy76Cyq2lGk9o1dWpd6mqbv/Yh+3ZXwUdSuwIicH97Kx9uPp+nxAWQniHZdEY7Kjt4OarQpBccFc9bG87S9cOdvP23PyMWH2BnQDh3ErT+nOHtG2JbwxSAPq3qMfchN87djOXpFb4M/no/FqZGTOrmjBAC13rWBOQoaSSlpnMqJIaYhFTOh+V/FPPf+Qj2XYzUEumfpwssEa06fA1jIXixf0sAWtW3Jik1g2tFvEf+Ox9OQ7satKpvzVM+LiSnZfDrkeBcy/hnlpGyPnddmtbB26kW/zsUVOAXUUGSUtP5L8yM1gPHsXnzZm7fvs2VK1fYuXMnP/74I++/8ALPmprxcEY67q4tsLCw4ObNm/z333+8//77PPPMVC4vf5VvJj1A8+bNGTduHKtWrSIqKm//VHElpqRzNSqeoe0caVrXks1n8pZdEvbs4/U1n3C9jRef9ZrEqRyfl2NB0fhdj+GP4yF0eOpdXFu788Ybb5Q6rvxUuoSekpaBhakxb27wp8sHO9h8JpSRXo2oYWaMcx1LLM2M8c+so9+OTyEw/C5P+jhjZmKU/c3qG3Qbz8Z22NY0paFdjXxHumzMLLcMbudIPRsLZvVryY6ACHacL/ww+H7bz4VjbCTo08oh+z5LcxPq2dzr6OrgVIsTwfcSum9mff+toa2pY2nGioO5P0hZDl2JooWDFRfeG4T/goH88nRnwu4kMWLxAU7k+IIoiawE3q6RLW0b2RbYQo+ITWLdyRv8dfIGfT7fwytrTwHwsGf+5ZYsbRvaZtfo87PjfDizVp/krxMh3I4vvNZ+KeIul2/F06q+NUevRmd/ceeUkSH5ZOsFLEyM+G7vFR797hAht3MntSNXo7gVl8wA93rcSSy4nHE3OY2h3+xn9dHrDGnXgF8nd6apvSWTV/jy7K/HSU7LYFyXJrmeM+WBphx+oy/fT/BmoHt9Xh3YijpW2ugO1/rWXAyPy06CftdjSE3Xfj90OW9CSk5L571N52juYMUXj3rgfzOWnw8E5bvPm8+E8kBLe+rm2BbAhQK+KEAbQbLvYiT9W9dDCEGLetb0aFGXlYeCc5Uzz92MRQhoVd8m+75xXZwIikoosBECWmf7saDo7C/VgLBYHl50gIX/XeTDzQHa8DsTE1xcXOjduzdPPfUUbyxciOe8RfyWnMBW0tmxaRMnTpwgJCSEpKQkgoKCeOGzn7F7YAKurduwbds2xo0bh4ODAw888ADff/89P+w4y/BvDxB2J6nA2PJzITwOKcGtgQ0PtW3A4Sv3lV2uXsV05COEWtfl8tKVODnWzvV52XE+ApOMZDyv/sa1P94nzaoe6a0eLFYMuqp0Cb2TS23+fq47G2b4MLBNA+rbWjCxqzOgdbq1drThbGbLIeuD3cvVgQda2LPVP4z45DTOhcbinVl/a1HPisB8Si4bT4fSoYkdDe1qADDJRzs8XlRICzA/286F0dG5FrUszQpcxquJHaF3tNYtaF84De1q4FTHksc7NWZnQHie5JOSlsGxq9G5hpN1a16Xv571wdLchDHLDnOyFEn9zI0YbGuY0qR2Tdo1siMoKoE7CXnLOYcyR+h8M6Y9Xk61OHApCi+nWjSpU7PQ9bdtZMv16MR8k3VGhuTdjefYcOoms9ecwuu97Qz9Zj8zVp3gg83n+e9c7i/VbecyW+dPdKC2pRmL8/kfbTsXxvnQWN4b0YZFY9tzMfwug7/en6vUsfF0KDVMjZk3uDWg9b/k5+ClSGKT0vhhojefjvagW/O6rHmmK31a1cvef3fHvOUmU2Mj+reux7dPdOBJH5fs+1vVtyYhJZ3rmf/jY5llwvo2FhzMJ6EvPxBEcFQCbw5pzTAPR/q5OfDF9sA8R2Ynrt0mLDaJIe0aZN/Xsp41QuSt2ee072IkyWkZuYaVPt3dhYi45FytU/+bd3CpY4lljmG4g9rWp7alGb8czr8Rcj40ltFLDzF66SHaL9jO+B+PMGzRAaLiUxjl1YgbMYkFxramlhs/jH8No+3bYehQiNdKoKampjg5OfH0YyOw7fooUxd8S1hYGIcPH2bu3LncunWLqVOnMnWgF9sXz2XU/J9ILEYnf1b/VuvMhJ4hYWvmESG3bsGQIciUFJ4a9TbN3Jxp18iW0yF3ssvDazduIWLFC/z9x6+8/vrrrFy3leeGd9d5+8VR6RJ6Fo/Gdnz+qAf7X+2Dc13L7PvdHW05dzOW9AzJ0avRmJkY0a6RLYPa1Cf0ThIrDwWTniHxdq4FQAsHKy7fupvr8Pryrbta/bjdvbGvpsZGjO/qzMlrMdlHAFk2+N1gSz6HYcFR8QSG3+XB1gWPzQWyO3eOB99GSsmxoOjs+MZ2dgLIU5c8HRJDYmo63e4bH9zcwYq/pnejrpU5z68+WeKa+qnrd2jXyBYhBO0aackpvxb1gUuR2NYw5aG2DVj+ZEdWTe7MF496FLn+rPr6/aOSQKtfB0UlsPAxTzbM8GFG7+bY1DDhfGgsKw4GMXmlb64vq63+4bRrZEszeyue8nFm14Vbuf5HGRmShf9dpKm9JcM8GjKknSMbZ3bH1NiIWb/7kZKWQVp6Bv+eDaNf63o0rl2T1g1s2Hcx/zr6nsBb1DQzpkvTe699TTMTvhvvxYKH3XlveJsi9z+nrFZzViI7GhSNaz1r+rV24MiVqFzloYi4JL7ZeYm+rRzo2dIeIQQLHm6DkYA31p3J1b+08XQoZiZG9HW7d3RYw8wYp9o1c32RJaak89P+q9l9RP+dC8fawoROLvdG2jzQwh7nOjVzJepzobG0drzXOgcwNzHmUe/GbD8XTuid3HXipNR0Xlh9Etuapnw9pj0PezpyIyaRfm4ObJ3Vg1cGuALkexSc1RC7O3YCLF+uje8eNAhi7x1ptHa0wdrchCNXozEyMqJz584sWLCARX/twnHiFzTzGYK4dpIDC2fQpKU733//PQkJRZcnA0JjsTI3oVGtGrg1sMYlq+wSHAzdu8OVK6x65UsiHJ1paFeDdo3tiI5P4dTFazzy2BOcWTaHmmYm7Nq1iw8++IDHOrvQsp51kdstiUqb0AvSpqEtianpXI2M51hQNO0b22FuYkxfNwdMjASLd11CCK3MAdCinjUpaRm5WjebTociBNkdgllGdWiEhakRvxy+l1yvRsbz0ppTTF91gi+2Xcj1gdrmr70xizqBxq2BNTVMjTkRfJuQ24lExCXj7XyvB7+fWz1WH72Wq0Pv0OUohIDOLnlP+KhjZc7XYzy5GZPEvHVniz3yIyk1ncDwuOxEnjUq5dR9ZRcpJQcuRdG1aR2MjQRCCHya18WpjiVFaZPZgs2vNv/zwSAcrM15qG0DPBrb8dKDrqya3IWdc3px4s3+1LUy48Mt2qF52J0kTl2PYYC79qU5vqszVuYmLNl9OXt9W86GERAWxwt9W2CceeKJc11LPnqkLedDY/lqRyAHL0cRHZ+S3Zrt0aIux4Nv5xmuKaVkT+AtujWri5lJ7o+PsZFgQldn3BrkTnJFyfpwXwiLIy09gxPBt+noUotuzeoSn5Ke64v0q/8ukpyWztzBbtn3OdrV4OUBruy7GMnmM1rLMSNDsuVsKL1a2mNtYZpre673jXT59eg1Fmw8R5/PdzNj1Ql2BETQ29UB0/uGnD7R2Qnf4NsEhMVyJyGVkNuJ+R6JPNG5CRL47ej1XPd/tCWAwPC7fDbag2Eejrw/oi07X+rF4ie8qGNljoONBR6NbPnvfESedZ66HkN6hsTLuRZMmAC//goHD2rjvK9qHaHGRgJv51ocyXFex/HgaJ5ddZIOXh058e9qwsNu8tiL73InIYWpU6fSsGFD5syZw+XLl/NsM8v50Dhc61tjlPkef6htfSIPnyC9mw9ERMD27fxr70bLelYYGQma2ghiDq6mu7cH/6xbi23Xx9h/9Dg9e/YscBv6UuUSelYHzZGrUZy9GZvdyrCraUbXZnWIS07DtZ41Nplv8hYO2tCirDq6lJKNp2/S0ak29W1zn9BhW9OUoe0c2eB3g7jMlu/HWwIwNzFiuKcjX++8xOw1pzhwKZLpvxzno38DaNfIlsa1Cy8/mBgb4dnYjuPBt7PLRB0zW+gAE7o6czshNXsYJWiljlb1bQos5Xg51WZW3xb8feomf564oduLl+lcaCxpGZK2mYnctqYpznVq5jnB6Fp0AjdiEvFpnv9ZhIWxrWmKU528HaOXb91lb+AtxnVxypVQsliam/BC3xYcvRrNrgsRbM8stwxw1740bWuYMq6LExtPhzJqyUF+2HeFhf8F0tzBiiHtcp9t2K91PR7zbsyS3Zf5fHsg1uYm9Mw8I9aneV1S02WeYXBXIuMJuZ1IT9finTlbGEtzE5pktprPh8YRn5JOR+fa2UcAWXX08Ngk/vANYZRX4zxnQ4/r4oRbAxve23SO+OQ0jl+7TXhsMoPbNcizPdf6NgRFxZOUmo6Ukj98r9O6gQ3TejZj78VbRMen8KB73kbIKK9GmJkY8cvhYPxDtf+bu2PeL6/GtWvSs6U9q49eyz662BkQzvKDQTzl45L9Guenn1s9/K7HEBGXu859LOi21hBrkvm5eOwx7UzSy5ehfXtYuxaATi51uHwrnltxyUTdTebZVSeob2vB8ic7Ym1hiqWlJb99Ppenv/iD+mM/olvPPnz11Vc0b96c3r17s3z5cu7evVeClVJyPiwWtwbWWXcw5uohfl/1KknJqbBnD9LHh4CwOBqYJvDuu+8ytLsnd/b9QpPWHej3xnK6PjaD5g30d15BYapcQm/uYIWZiRH/yyyt5DxszGrFeedIls2zE7rWYjl0JYrA8LuM6JB/p964Lk4kpKSz7uQNfIOi+dc/jGd6NuPLxzx5qX9L1p28wRM/HOHQlSgm93Dh+wneOsXt5VSLc6Gx7A28hbWFCS0d7h2S+TSvQ1N7S/6XebiblJrO8eDbdG1aeCJ9tndzOrvU5q0NZ7kWVfCh5bWoBB777hB/Zw7Zy0rcHo3vtb7aNrLL0zF64JKWaLo1r6vTPt6vbUPbPC30lQeDMDM2YkynJgU8Cx7v1ATnOjX5eMsFtpwNo2ldS5rlSHCz+rVgdv+W3E1O471N57kYcTdX6zyneUPccLSrwanrMfR3r4eFqXZadyeX2piZGLH/vmGQey5oZZieOpw6Xxyu9a0JCIvlaOYXeieX2tS2NKNVfWsOZnYwfr/3CulSMr1nszzPNzE24t2H3Qm9k8SiXZfYdDoUcxMj+rrlTcyt6luTIbXO5DM37hAQFscTXZrwysBWHHytDz9P6shDbfJ+EdSyNGNIuwasO3GDY1e1ktf9JZcs4zo7ERGXzCOLD9Lp/f94arkvrepb88pA10Jfh6x4dwXkbqX7BmtlqKyRQwAMGQInT4KrK4weDVOn0s1OOxo9cjWK2WtOcTshlW/HdsjugAYyy1RtsXZuR4dJ7xAcHMy7775LSEgITz75JA4ODjz00EN89dVX7Dx0nNj4JK3j9+ZNGDGCRtOfItKhEZOe/oxTEj77ejEXfnqZJc8M4K233qJbt270ePl7nMa8w8VUO/rmGBBR1irHpCLFYGpsRKv61pwOuYOxkbj3jQ4MbFOfr3dcpH+Omra1hSkNbC2ypwBYuucKda3MCzwpxqOxHW0b2vLL4WAszU1wsDZncg8XhBDM7NsCtwY23ElMZXC7BtnJQRdeTrWyh835NK+ba04KIQTjOjuxYOM5zoTc4W5yGslpGQXOr5HF2Ejw5WOe9P18Dx9vDeDbsR3yLBMRl8T4n44QHJXA0aBoYhNTOR1yh7pW5tTPMRLHo5Et/5y6ya24ZOyttQ/HgcuR1LexoGndokss+Wnb0JaNp0OJjk+htqUZcUmprD0ewpB2DbK3kR9TYyNeHtCKGb+egHCY1rNZriGSFqbGPN+3Bc/3bUFQZDyB4XEFlr2sLUz5fLQHE346ymivxrnW0dG5Vp6O0T2Bt2ha17LITt/ialXfmp0BEey/eItGtWrQwFbrjO/WrC6rjgQTnjm+e5iHY4Hb9nauzSMdGvLDvitYmpvQ29Uh33mDctbsT167jbmJEUM9tKMXawtTeheSgMZ3ceKvEzf4ft8V6tmYZ4+euV/vVg50b16XuKRUerSwp7mDFSM7NCzyM+HWwJqGdjXYfi6CxzpqX+rpGZKT12J42NMx7xNcXGDfPpg7F774gnZr1jDDexQfWQhCkiTvDm9Dm3zOh7C3NmeYpyNrj4fw0oMtmTdvHnPnzuXgwYOsXr2abdu2MWvWLG1hYcS8Zdb8FH8XISUpzs7cNDPi6heTWfuJ1qlvUqsBTz//Mq/MmEyLFi2Yt/5Mdmk2Zx9GWatyLXQgu67XxtEmVw98XStzjs7tl+eQr7mDFRcj7uJ/8w57A2/xpI9zoW+8cV2aEBh+l5PXYpjzoCs1ze5to1/reoz0alSsZA73DiVT0yUdnfMeno30akQNU2P+dziIQ1eiMBLkOvooiKNdDaY80JRNp0PzjHq5k5jKxJ+OcSsumd+mdKGPqwPz1p9l85lQPDI7RLNkdWKeyTwZKCNDcuhyFN2a1ylwvHlR2t7X2frT/iDiU9KZ2M25yOc+1LY+Ho3tAPItD2RxrmvJg+71C42xc9M6+L8zIM8XpE/zugSExWUf/ielpnPkalSxJyrTRct61qRnaPX5Tjn+/92a1SE5LYNZq/1ITE1neq+8rfOcXh/khoWJMTEJqfmWWwCc61hibmLEqesx/O13k4faNsguQRbFs7Ed7o423E1Oy7d+nsXYSPDL5M5seK47nz/qwfRezXCwKXpOGiEEfd0c2H/pVnaf0YWwOO4mp+X7uQDAzAw+/RROn0b4+PDyjh9Z+/l4vju3lnE2BZ8M+JSPC4mp6aw+dj172z4+PnzzzTdc2L2bq998w4et2/O6lHSLvUOyrS0p7dtj1rQprs2cqNdlGD6T5/PWin9xnLKMTz94lxYtWgDQrpEdAHWtzPDI/L08VMmEnnUmoi4JD6CFgzWXIu6ydM8VLM2MGZc5sqQgwzwaYmNhQqv61oz0alTqeEGrKWfV872dauV9vIYpw9s7ssHvJtv8w2jT0Db34Wchpj7QlLpWZnyw+Xx2B+mdxFQmrzjGpYg4lo7zomuzOiwd78XDno4kpqZnvyGztGloi7GRYNXha6SkZRAQFkd0fAo+zUpWbslaJ8DBy5G8sPokX/4XSD83h+xEXRghBB+OaMszDzTFUw8fGJN86vU9mmuJe+nuK0ip1dOTUjP0Wj/P0iqz1ZwhoWOO922nprUxElopcIB7vSJHR9hbmzN3sBtNatfMde5DTsZGghb1rFjje5245DRGe+v+HhZCMK6L9vloXczOX131c6tHUmpGdqkp67wMr3w+F7m4u8OmTexd/Bs3nFx5cPP/EO7u4OEB06bBDz/AoUNw6hScP0/rOzd4Oi2YG0t+Jv2zz2HmTFIfGkx8ExdwdMR55kxeuBJIB58R/HrpEgeiotjn68uOHTvYvHkzc9/5gJA63vjFWdHAtgZ2Ne/1Z2Ul8d6uDmU2A2R+qlzJBcDbqTZCoHNLqmU9KxJT0/nn1E2m9HDBtmbhibKGmTG/TumCbQ3TfOuyJeXtXJvg6IQCE9q4Lk78dvQ6AWFxPPNAU53Xa2Vuwqx+LZm3/izbzoXjaFuDZ389TmhMEgsf98x+nUyNjfjyUU/6udWj131Jy9LchNcHteK9Ted5esWx7NZStxJ0iGaxsTDFpa4l3+25grGRYHb/ljxbRAs0p9aONgXWcPWhTUMbxnRqwk8HrhKTkIKVhQnmJkZF9l2UhHNdS8yMjUhJz8jVErWxMKVtIztOXY/h2V7NdVrX452a8HghfRAArvVsOHsjlia1a9Iln5FShXnY05G9gbd4qG3+RwCl1blpbSzNjFnwzzkW7bzE1ch46tmY06hWDZ2e/8D0x2H64xAWpo2G2bQJVq+G777Ls+ybWb/8DmlW1gRZO3DJ2pHbo4cybOYYhh9MoJmjLaOa5X1fjunUhK93XuLU9Zg8R/0tHKyY1M2Zxzo2zvO8slQlE7prfWsOv94319mYhWlRT2sZmxoLnu6uW6LMry5XWrP7tyy0zujuaIuXUy2OB9+mSxH18/s93rExPx+4yrz1Z7mTkEodKzN+f6ZrnlaPkZHIrqfeb3KPpthYmPLaX6fZdzGSpnUts2u9JdXPzYGdARF8Msqj6BZYORNC8MGINjjaWvD59kBAayQUt5ymC1NjI5o5WBERm0Qz+9x9ElN7NMX/5h2djlx05Vpfe8+P9mpU7BZkTTMTlozz0lss9zM3MWZyj6ZsOxeOhakx3ZrX5cHMs1aLpX59mD1bu0mpjYi5eFGbkjc5GaQkw96Bp7ZeJ8jUhuAMM5rUsWRE+4Ys2nmJH48mcyUmiSFe+SflOlbmDPPQ6vBZR1hZjIwE84e5l/QlKLEqmdABnZM5QHMHa4wEDPdsmGeoYnmytzYvtDMQYGaf5ny27UKuOqsuTIyNeH2QG5NX+tKzpT1fPuZJ7ULOXi3Iox0bY1vTlJm/nSzwkL445g5uzdzMMzMroqzObke7Grz652kGty38JLHSmN6rGfHJaXkS1+B2DQqsh5dUL1cH/jkVyqPl3ILU1Yv9W2bPP6MXQkDz5totByPgQetrvLHuDGM6NWbe4NZYmpvQ2aUO0345nn3Kf0Ge9HFm3ckbtG9ip79YS0GUdrrRkvL29pa+vr4G2XZ+Dl2Owr2hjc6dQ5VVcFQ8jWvVLHVdL/JuMtYWJpib6L+1WlHFJ6dR08y4xJ3ASsUkpSQsNinP0eaVW3dZ4xvCC31bFHiVItDOD3CwNi+394UQ4riUMt/x0CqhK4qiVCKFJXSdRrkIIQYKIS4IIS4JIV7L53EhhPg68/HTQoi8A54VRVGUMlVkQhdCGAPfAoOA1sAYIcT9Rc9BQIvM21RgiZ7jVBRFUYqgSwu9E3BJSnlFSpkCrAYevm+Zh4GVUnMYsBNClM2YJkVRFCVfuiT0hkDOadNCMu8r7jIIIaYKIXyFEL63bul2iS9FURRFN7ok9Py6bu/vSdVlGaSUy6SU3lJKb3t7/Z9tpyiKUp3pktBDgJyDVRsBN0uwjKIoilKGdEnox4AWQggXIYQZ8Djw933L/A1MyBzt0gW4I6XMewkfRVEUpcwUeaaolDJNCPEcsBUwBn6SUvoLIaZlPr4U2Aw8BFwCEoAnyy5kRVEUJT8GO7FICHELyP9KskWrCxR8WfGqSe1z9aD2uXoozT47SSnz7YQ0WEIvDSGEb0FnSlVVap+rB7XP1UNZ7XOVnA9dURSlOlIJXVEUpYqorAl9maEDMAC1z9WD2ufqoUz2uVLW0BVFUZS8KmsLXVEURbmPSuiKoihVRKVL6EXNzV4VCCEaCyF2CSHOCyH8hRAvZN5fWwixXQhxMfNnxboIZykJIYyFECeFEBsz/67q+2snhFgrhAjI/F93rQb7/GLme/qsEOI3IYRFVdtnIcRPQogIIcTZHPcVuI9CiNcz89kFIcSA0my7UiV0HedmrwrSgJeklG5AF2BG5n6+BuyQUrYAdmT+XZW8AJzP8XdV39+vgH+llK0AD7R9r7L7LIRoCDwPeEsp26Cdef44VW+flwMD77sv333M/Fw/DrhnPmdxZp4rkUqV0NFtbvZKT0oZKqU8kfl7HNoHvSHavq7IXGwFMNwgAZYBIUQjYDDwQ467q/L+2gAPAD8CSClTpJQxVOF9zmQC1BBCmAA10Sbxq1L7LKXcC0Tfd3dB+/gwsFpKmSylvIo2fUqnkm67siV0neZdr0qEEM5Ae+AIUC9r0rPMnw4GDE3fFgKvABk57qvK+9sUuAX8nFlm+kEIYUkV3mcp5Q3gM+AaEIo2id82qvA+51DQPuo1p1W2hK7TvOtVhRDCCvgTmCWljDV0PGVFCDEEiJBSHjd0LOXIBOgALJFStgfiqfylhkJl1o0fBlwAR8BSCDHOsFEZnF5zWmVL6NVm3nUhhClaMl8lpfwr8+7wrEv7Zf6MMFR8euYDDBNCBKGV0foIIX6h6u4vaO/lECnlkcy/16Il+Kq8z/2Aq1LKW1LKVOAvoBtVe5+zFLSPes1plS2h6zI3e6UnhBBotdXzUsovcjz0NzAx8/eJwIbyjq0sSClfl1I2klI6o/1Pd0opx1FF9xdAShkGXBdCuGbe1Rc4RxXeZ7RSSxchRM3M93hftP6hqrzPWQrax7+Bx4UQ5kIIF6AFcLTEW5FSVqob2rzrgcBlYK6h4ymjfeyOdth1GvDLvD0E1EHrIb+Y+bO2oWMtg33vBWzM/L1K7y/gCfhm/p/XA7WqwT6/AwQAZ4H/AeZVbZ+B39D6CFLRWuBPF7aPwNzMfHYBGFSabatT/xVFUaqIylZyURRFUQqgErqiKEoVoRK6oihKFaESuqIoShWhErqiKEoVoRK6oihKFaESuqIoShXxf9hsZqssykuhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABI6UlEQVR4nO3deXxU1fn48c8z2fc9EAghhH0RAoQdAVkUl6p1t1q1+tVq1Z/a2urX2tYutrZfu1i1WlewKi5VqFpcQEBBAQmrCYQ9hBDIBtnJOuf3x50ZJsmEhKwwPO/X674yc++5c89NJs8995xzzxFjDEoppbyXraczoJRSqmtpoFdKKS+ngV4ppbycBnqllPJyGuiVUsrLaaBXSikvp4FeqU4kIgtE5Hc9nQ+l3GmgV6qHiEiyiCwVkWMickREnhER357Ol/I+GuiV6jn/AAqABCAVmAn8qCczpLyTBnrlVUTkIRE5JCLlIrJTROaIyEQRWSsiJSJy2FFy9nfbx4jIj0Rkt2O/34rIQMc+ZSLyjjO9iMwSkVwReUREikQkW0RuOEl+LhGRLY5jfy0io902DwDeMcZUG2OOAJ8AI7vqd6POXhroldcQkaHAPcAEY0wYcAGQDTQADwCxwBRgDs1LzvOB8cBk4GfAC8ANQD9gFHC9W9rejs/qC9wMvOA4dtP8jANeAX4IxAD/BD4QkQBHkqeA60QkWET6AhdiBXulOpUGeuVNGoAAYISI+Bljso0xe40xG40x64wx9caYbKyAO7PJvn80xpQZYzKBDOAzY8w+Y0wp8DEwtkn6XxhjaowxXwD/Ba7xkJ/bgX8aY9YbYxqMMQuBGqyLCcAXWCX4MiAXSAeWdOxXoFRzGuiV1zDG7AHuBx4DCkTkLRHpIyJDROQjR4NnGfB7rBK5u3y318c9vA91e3/MGFPp9v4A0MdDlvoDP3FU25SISAnWHUIfEbEBnwLvAyGO/EQBfzyVc1aqLTTQK69ijHnTGDMdK8garMD5HJAFDDbGhAOPANKBw0SJSIjb+yQgz0O6g8DjxphItyXYGLMIiMYK+s847gyKgVeBizqQL6U80kCvvIaIDBWR2Y468GqskngDEIZVPVIhIsOAuzrhcL8WEX8RORe4BHjXQ5oXgTtFZJJYQkTkYhEJM8YUAfuBu0TEV0Qiser7t3ZC3pRqRAO98iYBwBNAEXAEiMcqvT8IfA8oxwq+b3fwOEeAY1il+DeAO40xWU0TGWPSserpn3Gk3wPc4pbkCqxG4ELHtnqsRmOlOpXoxCNKtZ2IzAJeN8Yk9nBWlGozLdErpZSX00CvlFJeTqtulFLKy2mJXimlvNxpOVJebGysSU5O7ulsKKXUGWPjxo1Fxpg4T9tOy0CfnJxMenp6T2dDKaXOGCJyoKVtWnWjlFJeTgO9Ukp5OQ30Sinl5TTQK6WUl9NAr5RSXk4DvVJKeblWA72I9BORlSKyQ0QyReQ+x/poEVnmmGdzmYhEtbD/fMfcnXtE5OHOPgGllFIn15YSfT3wE2PMcKwp0O4WkRHAw8DnxpjBwOeO942IiA/wLNZcmCOA6x37Ki+VU1zF8u35rSdUSnWbVgO9MeawMWaT43U5sANrUuTLgIWOZAuByz3sPhHY45h7sxZ4y7Gf8lLPfbGHH76+kdLjdT2dFaWUwynV0YtIMtYkyeuBXsaYw2BdDLAmeWiqL9Z0ak65jnWePvsOEUkXkfTCwsJTyZY6jewtrKTBbli9u21/w8Olx1n67eEuztWpOXi0imOVtT2djS73+Y58jp4F56lOIdCLSCjwHnC/Maasrbt5WOdxuExjzAvGmDRjTFpcnMfhGtQZILvImjN7RVZBq2k/2pbHBX/9kh+9sYmdR8q7OmuNGGN4ec1+Nucca7T+4NEqLnpqNQ+/v61b89PdDh6t4raF6fx+6Y6ezorqBm0a60ZE/LCC/BvGmPcdq/NFJMEYc1hEEgBP/9m5WBMgOyXieRJl5QUqauopKK/BJvDFzkLsdoPNZl3rl23P58lPd5ISF8LQ3mFkF1WyZEseA+NCKKuuJ+NQKUN7h3VbXv+ybBdPr9hDWKAvi380lUHxYdQ32Lnvrc2U19SzamchVbX1BPv3zHBQtfV20rOPMmVgDCIdmcfcs2WOdpQPtuTx8IXDiA0N6PRjqNNHW3rdCPAysMMY8xe3TR9gTWaM4+d/POy+ARgsIgNExB+4zrHfGSMzr5Qvd2lVUls4S/PzRvSiuLKWbYdKAav0/OSnOymurCHrSDlPfb6bD7cd5v65g1l637kE+tnIzGvrTWLHvfVNDk+v2MPFoxMI8LVx64J0iitqeHrFHjbllHDj5CRq6u18sbPn/u6vfrWf7720nqdX7OmSz/88K5+4sABqG+y8vq7FsbCUl2hL1c004PvAbBHZ4lguwpqEeZ6I7AbmOd4jIn1EZCmAMaYeuAf4FKsR9x1jTGYXnEeX+d1HO/jxO1t7OhtnhP2OQH/z1GRETlTfrN5dxM78ch6+cDgrH5xF5q8vYMPP53L/3CEE+PowPCGcjLzSbsnjF7sK+fmSDGYMieNv16by4k1p5JdV870X1/P0it1cMbYvv750FNEh/nySeaRb8uTJZ9vzEbHuPBZvzj2lfe12w3+2HKK6rsHj9tLjdazfd5Srxidy3tA4Xl93gJp6z2mVd2hLr5s1xhgxxow2xqQ6lqXGmGJjzBxjzGDHz6OO9HnGmIvc9l9qjBlijBlojHm8K0+ms9XUN7Ap5xhFFTXaaNUGzhL92H5RjO0XyaqdVqB/ac1+4sIC+M6YBACC/X2JDvF37TeyTzg78sqw27t2trOKmnrueXMTQ3qF8Y8bxuHnY2NsUhR/uSaVnfnlJEYF8+vLRuJjE+YN78WKHQXU1ts7dMzC8hr+te4A17+wjptf+Ya2zOhWVFHDppxj3D1rEJNTovnZv7exbl+xx7SegvnKnQXc99YW3tvk+QLxxa5C6u2GucPjuW16CkUVtXy49fRqEFedS5+MPYltuaXUOP7Rd+V3b2PhmWh/USUJEYEE+fswe1g823JL+WpPEV/uKuSWqckE+Pp43G9UnwjKa+rJOVrVpflbuu0w5dX1/O7ykYQGnKh7v3h0Av+6bSKv3zaJsEA/AOaP6k15TT1f7y06pWO8vGY/U//wORMfX07a75Yx6ffL+cWSDHYcKeOLXYVkFzc+x60HS/jFkgzqG05cUFbsKMAYuPCc3vzzxjSSooO547X0Zj2BMg6Vcs5jn/LN/qON1v97oxXgN2Y3bmh2+nxHPjEh/qT2i2LaoBiG9ArllTX723QRUmcmDfQnsd6tFLVbA32r9hdXMiA2BIBZQ63etve/vYVAPxvfm5jU4n6j+kYAdHn1zbsbD5ISF8K4pOYPcZ87OI6kmGDX+6mDYggN8OVTD9U3tfV2nvg4i78u29Vo/c4j5fx+6Q56RQQye1g8F4zszX1zhvDp/TN4/66pAHy1p/GF45Wv9vOvdQf4r1sX02U78ukbGcSIhHAigv3445WjKauuZ22TUv2XuwupazA8t+pEPf6xylqW77AaWtMPNA/0dQ12VmYVMHtYPD42QUS4ddoAth8uY/XuU7uoqTOHBvqTWL//KEN7hREW4Muu/IpT3n/t3mKu+MdXXvOkaH2D/aRVGfuLKkl2BPqRfcKJDwugsLyGq8YnEuVWVdPU4F6h+NqkWYNsa9Vldrvhs8wjzeqXy6vrmPPnVXy49UQHr32FFWzIPsbV4/u1qRdLgK8P5w2L57PMfBrcqpQKyqu54aV1PP/FXp76fDfvbLAeEzHG8IslGYQH+vLKzRN44srRPP7dc7hv7mCG9g5jQGwICRGBje4QGuyGLxwN/c+u3IPdbjhe28Dq3YXMHR7vyufoxEgC/WykNymhO0vsK3cWsqfAKoh8uC2PugbDFWP7knO0ioLy6kb7bMg+Sll1PXNH9HKtu3xsX/pGBnH7a+m8vu7AKZfsX1mzn3+tzT6lfVT30kDfgroGOxsPHGNySjSDeoW2q+pmwdf72ZRTwv+8ls5tCzaQU9y1VRPuNmQfpaCsuvWEp+DO1zdy5XNfe6xLP1ZZS0lVHSmOQC8izB4WjwjcOm3AST83wNeHIb3CyDh0okS/bHs+ab9bxqYcz9UPYFVR3PGvjby5PqfR+hVZBewtrOQX/8mguKLGldYmcMU4j8/reTR/ZG+KK2vZeOAYxRU1fJp5hEuf/opvD5Xyt2tTmT4olkf/k0HGoVLe33SIb7KP8tD8YR4vaiLC1IGxrN1b7Pr9bTl4jJKqOuaN6MWu/AqW7cjnqz1FVNfZGwVif18bqf0iST9woorGbjdszDnG3OG9CPC18dLq/a7zHJEQzo1T+gPNq28+31GAv6+NcwfHutYF+vmw5O5pTEqJ4dElGfzojU3NLhAtOV7bwJOf7eTxpTsoqdJ2rNPVWRHoP9qWx7bcklPa59tDpVTVNjApJYYh8WHsLji1En2loy/2DZOS+PlFw1m3r5j5T33ZLcH+QHEl1/xzLRc+tbrFRjx3ewsruHfRZl78cl+Lab7eU8TyHQV8e6iUpRnNG+72F1sNsckxIa51Pz5/CK/dOpGUuNBW8zCyTzjb88pcpclXv9qP3cDCr7M9pi+rruNPn2YB8MHWxo9mLP32MJHBflTW1PP4f3fQYDe8v+kQM4fE0Ss8sNW8OM0aGoe/r42bX/mG8b9bzg//tRFfH+H9u6Zx+di+PHVdKjEh/tz1xkb+8PEOxiZFck1avxY/b9qgGI5V1bH9sHXnsjKrEB+b8McrR5McE8wzK/awbHs+oQG+TBoQ02jfCcnRZOaVUVlTD8C+ogpKquo4f0QvrhyfyPubD/H1niK25ZZy1fhERvWJIMDX1qj6xhjD8h35TBsY0+z5gLiwABbcMoFHLhrGsu35TPnDCn7w6jd8sDXvpD1yVu4soKq2geo6O280ueAqz/6xag8/X/xttx7T6wP9l7sKuefNzfz2o+2ntN/6fVbpaUJyNIN7hXK0spYiR+mwLVbuLKCm3s6lY/pw+4wUPr5vBg12w9+W72p95w56c30ONhHCg/y44aX1LTa0lVTV8tgHmVzw1y/5cGsef/h4h8cStDGGP36SRZ+IQAbHh/K35bsbVWfAiR43A+JOBPr4sEDOHdy2p5xH9Y2guLKWI2XV7Cmo4Ou9xcSE+LP028MUljf/vf99+W6KK2u5eHQCm3NKOOhoyK2qreeLXYVcOqYPP5wxkPc3H+KPn2RxpKz6pEHYk5AAX34ybwjzRvTi5xcN583bJ7HsgZmM6BMOQExoAM/eMI4jpdUcrazld5ePcj0g5snUgVYp2ll9syKrgPFJUUSH+POjWYP49lAp72/OZabjAuMuLTmaBrthy8ESAFc1zvjkKG6bPoDaejv3LNqMr024LLUP/r42xiRGNgr0Ww6WcKC4ivNH9vaYP5tNuGPGQD59YAZ3zEgh60g5/2/RZu7818YWe0T9d9thYkP9mTYohgVfZ2s3zTZ4e8NB3kk/SFVtfbcd06sDfVFFDT9+Zys2sRqm2no7CvDN/mIGxoUQFxbgemLzVKpvPv72CLGhAaQlRwOQFBPMzVOTWbzlUJf24Kmua+Cd9IPMG96LD+6Zxuxh8fzmo+08sjij0T/r/qJK5v9tNa+tzebaCf1Y9eAsEiKCePDdrc267H2ccYStuaU8MG8ID8wbwp6Cikb1387Pswn0iwqmPUY6gmfmoTLeWH8APx/huRvHU9dgeHtD45LinoJyFnydzbVp/Xh4/jAAPtpm3WWs2llIdZ2d+aN6c8/sQSTHBPPCl/uICvZjzvBenKofzhzI368fy+0zUpg6MJYg/8Y9h8YlRfH8jeN58uoxjOwTcdLP6h0RSEpcCF/tKeZIaTXbD5dx3jCr0dpZT17XYDh/RPN8jkuKxCZWlRxY3+foEH9SYkMYGBfK3OHxHK2s5bxh8cQ4nnIdnxxF5qFSjtdaf8+FX2cTFuDLpWP6nDSfA+NCeWj+ML56aDaPXjyclTsLeWlN87u9ypp6Ps/K58JRCdwxYyCF5TWubpr1DXZ++Z+MNpdcj1XW8tTy3Tz2QaZX9/4pKK/mQHEVdQ2GDS30iuoKXhvo7XbDT97ZSll1HX+7bizGwGeZbWsUbbAb0rOPMSnFun0e0ssR6Ns4Hsvx2gZWZBUwf1QvfNxKeHfNHEiIvy9//mynx/0y80r59YeZlFY1HvmxzvH0YlvuKJZ+e5hjVXV8f0p/wgL9+OeN47lr1kAWfZPDg+9upb7Bzv6iSq5/YR21DXY+uGc6j3/3HJJjQ3jiynPYV1jZqDdJXYOd//t0J0N6hXLFuETmj+zNsN5hPPX57kZdAvcXVdIvOrhZSbSthieEIwIbDhzlvY25zB+VwMQB0UwfFMub63NcxzLG8JuPdhDk78ODFwylX3QwY5MiXReejzOOEB3iz8TkaAL9fHj8u+cAViBtb95aM2d4L64Yl9imtNMGxvLN/qMsc/SMOW+Ydcfj72vj/rmDiQ7xZ9aQ5uMDhgX6Max3uKskv/HAMcYlRbkabH84cyAiNOrdlNY/inq7YWtuCQXl1fz328NcOT6RkIC2Detgswm3TR/AhaN686dPdjYbF+jzrAKq6+xcMjqBGYNjGdIrlJdW76O23s69izbz2toDvLE+h6wjLT/1XFJVy68/zGTqEyv46/JdLPg6m9xjx9uUvzORe5vJ13u6r5eT1wb6V77azxe7CvnFxcP5zugEUmJD+CSj5ScdMw6Vsmx7PvUNdrbnlVFeU8+kAVZpPD4sgPBAX3a1sZ7+i10FHK9r4MJRCY3WR4X4c/u5KXyame+6BQfrwaw/f7aTy575ile/ymZhkx4MSzYf4tElGdy6YEOrt3uvrztASmwIUwdaFymbTXho/jAePH8I728+xJ2vb3QF+UW3T3Z1bQSri+H1E5N4cfU+3tlwkA+25vG7j7azv6iSn14wDB+bYLMJP543hP1FlSzefMi17/6iykb186cqJMCXlNgQXvv6AGXV9dw4yQpYN07uT15ptSOoNPDI4m/5clch980Z7Bqf5Tuj+7D9cBmZeaWs2JHP+SN64etjfbWnDYrlrTsm88C8Ie3OW2eaNiiG43UNPLdyD30iAhna68T4Plen9WPjo3OJCPbzuO+E5Cg25RyjoKya/UWVpCVHuW2LJv3nc113CADj+1vbNx44xqL1B6lrMNzkaKRtKxHhiStH0zsikHsXbW40/PR/t+URHxbAhORoRIT/mW5V91z+7Fd8nHGE++cOJtDPxitr9rf4+U98nMVraw9w4Tm9eeq6VIBGjc7eZkP2MQJ8bYxNiuTrva23n3UWrwz0NfUN/HXZLmYPi+fGyf0REeaP6s3afcUeewYYY7jnzU3c/lo6s55cxZOOErezQUxEGNIrrM196T/OOEJUsJ/rQuHutnMHEB3iz+8+2s5ra7P53Ufbufjva3h6xR4uS+3L5JRo/rXugKsbo3OUxfiwADIOlXLPm5sblaTdZeaVsimnhO9NSmrWhfCe2YN59OLhLN9R4AryngYRe+SiYSREBPGz97bx/xZtZuHaA8waGsfc4ScCyLwRvTinbwR/WbaLsuo6jDFkF53oQ99eI/tEcLyugSG9Qpno+N3NHR5PQkQgz63ay1XPf82ibw5y58yB/MCtJ8/FoxMQgUcWZ1BZ28D8UY3roCenxBAe6Dl4drfJKTGIQF5pNbOGxTf7O52s62dacjRVtQ2usWmcgdwppsnAZJHB/gyKD2XdvmLeWH+AGUPi2tQw3lREkB9PXz+WI6XV3LpgA4dLj1NeXcfKnYVcdE6Cq13isrF9iA0NYPvhMn53+SjunzuEK8clsmRLnse7UbvdsHxHAReO6s1frknlktF9CAvw7dYqje628cBRUvtFMnNIHBl5pd3WU8krA/2G/ceorG3gBreAN39UbxrsxjVqn7vMvDKyi6u4fmI/+kQE8cWuQgbEhtA74kQPjcG9wtiVX9Fq/WF1XQOf7yjggpG9XaVKd6EBvtxz3iDSDxzjl//J5I31OQT62Xj1lgn8+Zox3DnTqut0jtG+dm8xWUfKefD8ofzmslGsyCrgVy3UY76+zvqsq8d7bnT8n3NT+NdtE1n8o6ktjhQZFujHx/efy/s/msryH8/gm0fm8MrNExoFIBHh15eNJL+smt98uJ3C8hoqaxs6HOhH9bXq6W+Y1N91PF8f62GrLQdLyCmu4qWb0nj4wmGNqsR6hQcyaUA0Ww+WEBbo62r0PB1FBvszylGXP3uopykcWuYswS9cewB/Hxvn9D15mwBY1TerdxdRUF7DLVNPrTTvbmxSFH+7LpUdh8u46KnV/OHjLGrr7a5hLcDqJvvcjeNYeOtEbpxsHesH06yG4jfWNe+R8+2hUooqapjjKET42IRx/aNafKL3TFdVW09GXhkTkqOZNigWY2Ddvu65e+mZMVi72MqdVl/hKQNPdFE7p28EfSOD+DTzCFc36X3x328P42MTfnaB1Qc641ApgX6NG92G9Apl0Td1FJbXEH+SLnrLtudTUVPPhecktJjmlqnJTBwQTXx4AHGhAY2C6IzBcaTEhfDq19lcPrYvL6/ZT0yIP5em9iHQz4dDJcd5btVewgL9eGj+UNe+m3OOsWTzIb4zuk+Lt/5Am3rBhAf6eXx61N24pCh+NGsQz6zcQ2SQdbyOBvoLRyWw80gFV45vXN9909RkquoauH5CUqOnV91dOqYv6/YdZd7wXl1WF99ZzhsWT3ZRJVMHxbSe2E1CRBB9I4M4VHKccUmRzb6jnozvH8VbGw6SFB3MTA91/6fiktF9GJ4Qzt1vbOLN9TkkRAQytl/j78mE5MZ3sYPiQ5k1NI5/rTvAnbNSGg2DsSKrABEa5SutfxR/XraL0qq6k36Pz0RbDpbQYDeMT45iTGIkQX4+fL23qNkdaFc4vf8j2mnlzgImpzTuKywiXDCyN1/uLqKi5kQ9tzGG/247zLRBsa4HXUb1jWBQfONbXGdd6smekH17Qw4/eWcrKbEhTElp+Z/YZhNG9Y0gPiyw2a26zSbcMjWZrQdLeG9jLp9nFXDD5P6uf+qfnj+UGyYl8fwXe/nVB5nY7YY1u4u44aX1xIcHdGtd9P+bM5gRCeG85KiD7Wig7xcdzJ+vGdNoHBqwqg4emj+sxSAPcNE5vTmnbwQ3TG55qIXTxT3nDeLzn8xs11j3Exyl+rTk5tWCnkxOicEmVuHC5yRdP9tqYFwoS+6exo9mDeR/Lxp+0u6kTrdNH0BRRQ0fbGncU2tFVgHjHN1LnZzndbIH5drreG0DP3lnq6srbndLzz6GiFVI8ve1MXFAdLfV03tdoD9QXMm+wkrOG9q85Dp/VG9q662xPpwyDpWRc7SKS05SAger6gY8d7GsqW/g54u/5aH3vmVSSjTv/2hqh0qVV45LJCzQl4ff34a/j40b3YKXzSb87vJR3DEjhdfWHuDmV7/h1gUbSIoO5t0fTqFPZFC7j3uq/H1t/PXaVPx9bPj72Lr12E1FBvvz4b3TGd+/bQGwJ/n72k56V3gyzkDYtH6+Jf2ig/n8J7O4ZWpyu47nSaCfDz+bP6zVbppO0wdZPXJe+HKfq32poKyabw+VMntY47uM1H6R+NrE1Y0UrMJY8Sk8w9KSDdlHeW9TLi+tbvnBwK60IdsaUiXCcQc8dWAMewoqyO/kJ9g98bpAv8oxWcR5Huo/x/ePIjY0gFe/2u9q7Pzo2zx8bcL5I0/exzo21J+oYL9Ggb6kqpZ/rNrDzD+t4o31Odw1ayALfjCRyOCWx3Vpi5AAX65N60ddg+E7Y/oQH9Y4KIgI/3vhMB6YO4TVu4sY1Tect++Y0u7g0RFDe4fx+yvO4eap/TulxKhO7jtj+nD3eQOZOaTt020OiA1pU8m7q4hYPbV2F1SwwPGk80rHENZNA32Qvw8j+0Y0etDr6RV7mPj7z137eFJT38DXe4tO2obmHDTvP6087dsVGuyGzTkljXpKTRtktSWt7YZSvdcF+pU7CxgQG+IaXMudj034xSXD2ZRT4mrQ/O+2w0wfHNtqcBYRBvcKY/XuIn78zhauf2EdU/6wgj99spNB8aG8ftskHpo/rNOC3a3TBzAhOYq7Zg1sMT/3zR3MB/dM483bJ/dofeZV4xP5+cUjeuz4Z5OIID9+esGwNtXPn04uGNmb84bG8ddluzhcepwVWQUkRAQyzEOngLT+UWw9WEJtvZ38smqeW7UXYwz3vrnZ49zCDXbDfYu28L0X17N8R8sXg8xDZfjYhJKqOlacJF1XyDpSRkVNfaM2jOEJ4UQE+TUb0bQrtGUqwVdEpEBEMtzWve0221S2iGxpYd9sEfnWkS69E/Pt0fHaBtbuLWaWh2obp8tS+7oeIHr4vW/JPXaci1uptnE6d1As+WXVrN93lNoGO98d15eP7zuX1/9nEtMHd25Pjz6RQbx759RmbQVNWSMbnln/9OrsIyL8+tJR1NsNv/xPJqt3FzkGvWteMJqQHEVNvZ2MvFL+8tku6u1Wd+Agfx9uW7ihUVdNYwy//jCTTzKP4O9j4/0WJlsBq0Q/d3g8vcIDeHej53Q19Q3c99ZmPuvk2cWcD7q5t6342ISpA2Mc4wV17XAIbWkNWgA8A7zmXGGMudb5WkT+DJxsIPHzjDHd8gjYun3F1NTbPVbbuPvp+UPZnV/O2+kH8fMRzh/Rtlbve+cM5p7Zg7pksmalvF1STDD3zh7Ek59ZT143rbZxcrazvLEuh8Wbc/nBtAFMSonhpZvSuOafa7l1wQZumJTEyD4RrNpZwGtrD/DDGSnU1Nt5c32Oxx47pcfrOFBcxTVp/UiJs9oLCsqqm1V3vr4uh/9syePjjCMsun1ym9tCWpN+4BgJEYH0bdKOdev0AXyccYQFX2fzo1mDOuVYnrRlKsEvAY+dPR0Th18DLOrkfLXLyp0FBPn5uB62aYnNJvzturGMToxotTtiUxrklWq/22ekkBIXQoCvrcXnHeLCAkiOCea9TbmEOJ47ARjTL5Knrktlf1ElD733LZc8vYYnP9vF5al9eGj+MK4Y15faBrvH0VUzHfXzo/pGcOW4RBrshiVbDjVKU1ZdxzMrdjMhOYqEiEDueC2903roZB4qZXRi8+ceJiRHM2dYPM+v2tts6JPO1NE6+nOBfGPM7ha2G+AzEdkoInec7INE5A4RSReR9MLCwlPOiDGGFVkFTBsU06aqjNAAX/5z9zT+7+oxp3wspVT7BPj68OJNabx4U1qzAeLcOas47jlvUKPx/eePSmDrL89n1YOzeOZ7Y3niinP401VjsNmEc/pGMDAuhMWbDjX7vMxD1ng7I/uEMyg+lLFJkfx7Y26jxtsXv9zHsao6fnnJSF6+eQJ1DXZuW7iBsuqOBeDjtQ3sL65keEK4x+0/nT+U8pp6nvtib4eOczIdDfTXc/LS/DRjzDjgQuBuEZnRUkJjzAvGmDRjTFpcXNt7FDjV1NuZkhLDd9rY5Qus0rn2FFGqew2MC2VGK72GrnQMoHezh26hNpuQHBvCJaP7cN3EJFdXZhHhinGJfJN9tFlJPCOvlISIQNf4SFeP78eu/AqWbDmEMYaC8mpeWr2fS0YncE6i9RzN8zeOZ19hJY9/tKPN52aMadbzZ2d+OcbQYqAf1juc76b25dWv9nOktGu6WrY70IuIL3AF8HZLaYwxeY6fBcBiYGJ7j9eaQD8f/u/qMVyW2vYZhJRSp6cpA2N4/vvjT7mjwWWpVkFvyebGpfqMQ6WNhpG+ZEwCg+JDeeDtrVz89zX89N1t1DXYefD8oa40UwfFcvPUZN7deNBjbx9Pbn51A48szmi0Lssx0czw3p4DPcAD84ZgN4a/r2ipcqRjOlKinwtkGWM8Nl+LSIiIhDlfA+cDGZ7SKqVUZ0iMCmbigGgWbz7kKllX1tSzr6jSNZYSWMN8fHzfuTx59RiO1zXwxa5Crp+Y1Kxb9r2zBxEa4MsfPm69VF9d18DXe4r4fEd+o1L9jsNlhPj7kBjV8gOF/aKDuWFSf1ZlFbjmD+hMbeleuQhYCwwVkVwRuc2x6TqaVNuISB8RWep42wtYIyJbgW+A/xpjPum8rCulVHNXjO3LvqJK14NIOw6XYQyuweSc/HxsXDU+kWUPzOCN/5nEzy8e3uyzIoP9uWf2IFbtLHT1d69rsPPexlzXhOxOmXml1NsNBeU1HDx6Ykz9HUfKGZYQ3upDaw/MG8LnP5l10raL9mpLr5vrjTEJxhg/Y0yiMeZlx/pbjDHPN0mbZ4y5yPF6nzFmjGMZaYx5vNNzr5RSTVya2oe+kUH84j8Z1NQ3uCadH9XCaJ++PjamDYptsZropinJ9I0M4vdLd/D13iIu/vtqfvLuVn6/NKtRus05Ja7XziEcjDFkHS7z+GBYUxFBfl0S5MELn4xVSp3dgv19+d13R7G3sJLnV+0jI6+M2NAAeoUHtL6zB9bYPkPJzCvjey+up7KmgYnJ0azfV0yd29wQmw+W0CcikIggP9fkKXml1ZRV17fYENtdvHKYYqXU2e28ofF8Z0wfnl25h6gQP0b1De/QMzDfGd2HtXuL6RUeyJ0zB7JqZwF3vbGJbbklrge8tuSUMLZ/FMdrG1yTp7gaYhNaL9F3JS3RK6W80i8vGUGgn438sppm9fOnymazplR8YN4Qgvx9mDLQmilszW6rHaCgrJpDJccZ2y+StOQo9hRUcLSylh2OQD/0JD1uuoMGeqWUV4oLC+CRi6wG1jH9Ijv1syOD/Tmnb4SrgXazYw7osUmRroHLNh44xo4j5SRFBzebY6G7adWNUsprXTuhH0N6h5GaGNnpnz11YCwvr9lHZU09Ww6W4GsTV199fx8b6dlH29wQ29W0RK+U8loiwrikqC4Zj3/6oFjqGgzfZB9lc84xRvQJJ9DPh0A/H0YnRrB6dxH7i1oe+qA7aaBXSql2SEu2pgT8clch23JLSXWrHkpLjmb74TLspucbYkEDvVJKtUugnw8TkqP498ZcqmobGgd6t+GNtUSvlFJnsKkDYymvtiYNGZt0Irg7x7EP8fehX1TLk9p3Fw30SinVTtMd875GBvuRHHMioEeF+DOkVyjD2zD0QXfQXjdKKdVOo/pGEBHkR2q/yGYPZP39+rH4ngZBHjTQK6VUu/nYhBe+P56Y0ObDKwzr4Yek3GmgV0qpDpiUEtPTWWiV1tErpZSX00CvlFJeri0Tj7wiIgUikuG27jEROSQiWxzLRS3sO19EdorIHhF5uDMzrpRSqm3aUqJfAMz3sP6vxphUx7K06UYR8QGexZoYfARwvYiM6EhmlVJKnbq2zDD1JXC0HZ89EdjjmGmqFngLuKwdn6OUUqoDOlJHf4+IbHNU7UR52N4XOOj2PtexziMRuUNE0kUkvbCwsAPZUkop5a69gf45YCCQChwG/uwhjacnBYyHddYGY14wxqQZY9Li4uLamS2llFJNtSvQG2PyjTENxhg78CJWNU1TuUA/t/eJQF57jqeUUqr92hXoRSTB7e13gQwPyTYAg0VkgIj4A9cBH7TneEoppdqv1SdjRWQRMAuIFZFc4FfALBFJxaqKyQZ+6EjbB3jJGHORMaZeRO4BPgV8gFeMMZldcRJKKaVaJsa0WG3eY9LS0kx6enpPZ0Mppc4YIrLRGJPmaZs+GauUUl5OA71SSnk5DfRKKeXlNNArpZSX00CvlFJeTgO9Ukp5OQ30Sinl5TTQK6WUl9NAr5RSXk4DvVJKeTkN9Eop5eU00CullJfTQK+UUl5OA71SSnk5DfRKKeXlNNArpZSXazXQi8grIlIgIhlu6/5PRLJEZJuILBaRyBb2zRaRb0Vki4joTCJKKdUD2lKiXwDMb7JuGTDKGDMa2AX870n2P88Yk9rSzCdKKaW6VquB3hjzJXC0ybrPjDH1jrfrgMQuyJtSSqlO0Ork4G1wK/B2C9sM8JmIGOCfxpgXWvoQEbkDuAMgKSmpE7KllOpsdXV15ObmUl1d3dNZOWsFBgaSmJiIn59fm/fpUKAXkZ8D9cAbLSSZZozJE5F4YJmIZDnuEJpxXAReAGty8I7kSynVNXJzcwkLCyM5ORkR6ensnHWMMRQXF5Obm8uAAQPavF+7e92IyM3AJcANxhiPgdkYk+f4WQAsBia293hKqZ5XXV1NTEyMBvkeIiLExMSc8h1VuwK9iMwHHgIuNcZUtZAmRETCnK+B84EMT2mVUmcODfI9qz2//7Z0r1wErAWGikiuiNwGPAOEYVXHbBGR5x1p+4jIUseuvYA1IrIV+Ab4rzHmk1POoVJKqQ5ptY7eGHO9h9Uvt5A2D7jI8XofMKZDuVNKqS60atUqnnzyST766KOezkqX0idjlVJep6GhoaezcFrRQK+UOqNkZ2czbNgwbr75ZkaPHs1VV11FVVUVycnJ/OY3v2H69Om8++67fPbZZ0yZMoVx48Zx9dVXU1FRAcAnn3zCsGHDmD59Ou+//34Pn0336Ix+9Eqps9CvP8xke15Zp37miD7h/Oo7I1tNt3PnTl5++WWmTZvGrbfeyj/+8Q/A6mO+Zs0aioqKuOKKK1i+fDkhISH88Y9/5C9/+Qs/+9nPuP3221mxYgWDBg3i2muv7dT8n660RK+UOuP069ePadOmAXDjjTeyZs0aAFfgXrduHdu3b2fatGmkpqaycOFCDhw4QFZWFgMGDGDw4MGICDfeeGOPnUN30hK9Uqpd2lLy7ipNuxg634eEhADWg0Xz5s1j0aJFjdJt2bLlrOweqiV6pdQZJycnh7Vr1wKwaNEipk+f3mj75MmT+eqrr9izZw8AVVVV7Nq1i2HDhrF//3727t3r2vdsoIFeKXXGGT58OAsXLmT06NEcPXqUu+66q9H2uLg4FixYwPXXX8/o0aOZPHkyWVlZBAYG8sILL3DxxRczffp0+vfv30Nn0L206kYpdcax2Ww8//zzjdZlZ2c3ej979mw2bNjQbN/58+eTlZXVldk77WiJXimlvJwGeqXUGSU5OZmMDB0261RooFdKKS+ngV4ppbycBnqllPJyGuiVUsrLaaBXSp1x8vPz+d73vkdKSgrjx49nypQpLF68uNuOn52dzahRo/j0009JTU0lNTWV0NBQhg4dSmpqKjfddFObPmfLli0sXbrU9f6xxx7jySef7PT8tmXikVdEpEBEMtzWRYvIMhHZ7fgZ1cK+80Vkp4jsEZGHOzPjSqmzkzGGyy+/nBkzZrBv3z42btzIW2+9RW5ubqN09fX1XZ6XCy64gC1btrBlyxbS0tJ444032LJlC6+99porzcmGTG4a6LtKW0r0C4D5TdY9DHxujBkMfO5434iI+ADPAhcCI4DrRWREh3KrlDrrrVixAn9/f+68807Xuv79+3PvvfeyYMECrr76ar7zne9w/vnnc/ToUS6//HLX07Hbtm0DmpecR40aRXZ2NtnZ2QwfPpzbb7+dkSNHcv7553P8+HEANm7cyJgxY5gyZQrPPvvsSfPYdMjkWbNmkZ6eDkBRURHJycnU1tbyy1/+krfffpvU1FTefvttALZv386sWbNISUnh73//e6f8ztoyw9SXIpLcZPVlwCzH64XAKqw5ZN1NBPY4ZppCRN5y7Le9/dlVSp027r8ftmzp3M9MTYW//e2kSTIzMxk3blyL29euXcu2bduIjo7m3nvvZezYsSxZsoQVK1Zw0003saWVPO/evZtFixbx4osvcs011/Dee+9x44038oMf/ICnn36amTNn8tOf/rTVU3EOmQw0e4oXwN/fn9/85jekp6fzzDPPANYFKCsri5UrV1JeXs7QoUO566678PPza/V4J9PeOvpexpjDAI6f8R7S9AUOur3PdaxTSqlOc/fddzNmzBgmTJgAwLx584iOjgZgzZo1fP/73wesIRGKi4spLS096ecNGDCA1NRUAMaPH092djalpaWUlJQwc+ZMANdnnkx7x7q/+OKLCQgIIDY2lvj4ePLz89v1Oe66cqwbT2OBmhYTi9wB3AGQlJTUVXlSSnWWVkreXWXkyJG89957rvfPPvssRUVFpKWlASeGKgarPr8pEcHX1xe73e5aV11d7XodEBDgeu3j48Px48cxxpzy8Mbu+XA/nvuxPGl6/M5oa2hviT5fRBIAHD8LPKTJBfq5vU8E8lr6QGPMC8aYNGNMWlxcXDuzpZTydrNnz6a6uprnnnvOta6qqspj2hkzZvDGG28A1kTgsbGxhIeHk5yczKZNmwDYtGkT+/fvP+kxIyMjiYiIcFXFOD+zrZKTk9m4cSMA//73v13rw8LCKC8vP6XPao/2BvoPgJsdr28G/uMhzQZgsIgMEBF/4DrHfkop1W4iwpIlS/jiiy8YMGAAEydO5Oabb+aPf/xjs7SPPfYY6enpjB49mocffpiFCxcCcOWVV3L06FFSU1N57rnnGDJkSKvHffXVV7n77ruZMmUKQUFBp5TnBx98kOeee46pU6dSVFTkWn/eeeexffv2Ro2xXUE83do0SiCyCKvhNRbIB34FLAHeAZKAHOBqY8xREekDvGSMucix70XA3wAf4BVjzONtyVRaWppxtlArpU4fO3bsYPjw4T2djbOep7+DiGw0xqR5St+WXjfXt7Bpjoe0ecBFbu+XAl3fSVQppVSL9MlYpZTychrolVLKy2mgV0opL6eBXimlvJwGeqWU8nIa6JVSZ7TWhvZdsmQJ27ef3UNsaaBXSnk1DfQa6JVSZ6DHH3+coUOHMnfuXHbu3AnAiy++yIQJExgzZgxXXnklVVVVfP3113zwwQf89Kc/JTU1lb1793pM5+26clAzpZQXu//++1sd8vdUpaam8rdWBktzTjSyefNm6uvrGTduHOPHj+eKK67g9ttvB+DRRx/l5Zdf5t577+XSSy/lkksu4aqrrgKscWs8pfNmGuiVUmeU1atX893vfpfg4GAALr30UgAyMjJ49NFHKSkpoaKiggsuuMDj/m1N50000Cul2qW1kndX8jRk8C233MKSJUsYM2YMCxYsYNWqVR73bWs6b6J19EqpM8qMGTNYvHgxx48fp7y8nA8//BCA8vJyEhISqKurazSMcNOhgFtK58000Culzijjxo3j2muvJTU1lSuvvJJzzz0XgN/+9rdMmjSJefPmMWzYMFf66667jv/7v/9j7Nix7N27t8V03qzVYYp7gg5TrNTpSYcpPj2c6jDFWqJXSikvp4FeKaW8XLsDvYgMFZEtbkuZiNzfJM0sESl1S/PLDudYKdWjTsfq3rNJe37/7e5eaYzZCaQCiIgPcAhY7CHpamPMJe09jlLq9BEYGEhxcTExMTEeuziqrmWMobi4mMDAwFPar7P60c8B9hpjDnTS5ymlTkOJiYnk5uZSWFjY01k5awUGBpKYmHhK+3RWoL8OWNTCtikishXIAx40xmR6SiQidwB3ACQlJXVStpRSncnPz48BAwb0dDbUKepwY6yI+AOXAu962LwJ6G+MGQM8DSxp6XOMMS8YY9KMMWlxcXEdzZZSSimHzuh1cyGwyRiT33SDMabMGFPheL0U8BOR2E44plJKqTbqjEB/PS1U24hIb3G02IjIRMfxijvhmEoppdqoQ3X0IhIMzAN+6LbuTgBjzPPAVcBdIlIPHAeuM9o3SymlulWHAr0xpgqIabLuebfXzwDPdOQYSimlOkafjFVKKS+ngV4ppbycBnqllPJyGuiVUsrLaaBXSikvp4FeKaW8nAZ6pZTychrolVLKy2mgV0opL6eBXimlvJwGeqWU8nIa6JVSystpoFdKKS+ngV4ppbycBnqllPJyGuiVUsrLdSjQi0i2iHwrIltEJN3DdhGRv4vIHhHZJiLjOnI8pZRSp65DM0w5nGeMKWph24XAYMcyCXjO8VMppVQ36eqqm8uA14xlHRApIgldfEyllFJuOhroDfCZiGwUkTs8bO8LHHR7n+tY14yI3CEi6SKSXlhY2MFsKaWUcupooJ9mjBmHVUVzt4jMaLJdPOxjPH2QMeYFY0yaMSYtLi6ug9lSSinl1KFAb4zJc/wsABYDE5skyQX6ub1PBPI6ckyllFKnpt2BXkRCRCTM+Ro4H8hokuwD4CZH75vJQKkx5nC7c6uUUuqUdaTXTS9gsYg4P+dNY8wnInIngDHmeWApcBGwB6gCftCx7CqllDpV7Q70xph9wBgP6593e22Au9t7DKWUUh2nT8YqpZSX00CvlFJeTgO9Ukp5OQ30Sinl5TTQK6WUl9NAr5RSXk4DvVJKeTkN9Eop5eU00CullJfTQK+UUl5OA71SSnk5DfRKKeXlNNArpZSX00CvlFKnC+NxAr4O00CvlFI9zRj4xz/gmmvAbu/0j+/IDFP9RGSliOwQkUwRuc9DmlkiUioiWxzLLzuWXaWU8jIVFXDDDXD33XD8uLV0so7MMFUP/MQYs8kxpeBGEVlmjNneJN1qY8wlHTiOUkp5p5074bvftX4+/jg8/DDYOr+ipSMzTB0GDjtel4vIDqAv0DTQK6WUaqqmBi6/HIqK4LPPYM6cLjtUp1w6RCQZGAus97B5iohsFZGPRWTkST7jDhFJF5H0wsLCzsiWUkqdvp54ArKy4F//6tIgD50Q6EUkFHgPuN8YU9Zk8yagvzFmDPA0sKSlzzHGvGCMSTPGpMXFxXU0W0opdfrasQN+/3v43vdg/vwuP1yHAr2I+GEF+TeMMe833W6MKTPGVDheLwX8RCS2I8dUSqkzmt0Od9wBoaHw1792yyHbXUcvIgK8DOwwxvylhTS9gXxjjBGRiVgXluL2HlMppc54L70Ea9bAq69CfHy3HLIjvW6mAd8HvhWRLY51jwBJAMaY54GrgLtEpB44DlxnTBc9EaCUUqe76mp47DE491y4+eZuO2xHet2sAaSVNM8Az7T3GEop5VUWLoTDh60GWDlp+OxU+mSsUkp1h/p6+NOfYOJEmD27Ww/dkaobpZRSbfXOO7BvH/z5z91amgct0SulVNez2+EPf4ARI+DSS7v98FqiV0qprvbRR5CRYdXNd8EQB63RQK9Ob8bA55/DW2/Bnj2wfz8cOQIjR8LUqTBlCowbB0OGgI9PT+dWqeaMsR6OSk6G667rkSxooFfdp6wMNmyAdeusR7/BCs7BwTB0qBW8U1KgtBQKCyEzE/75T2vAp6goa/vMmRAbC9u2WT0Ynn3W+pygIBg1CiZPhunTYdo06NOn2+tClWpmxQpYvx6eew58eybkyunYrT0tLc2kp6f3dDZUZ0lPt0bm++CDE2NtJyVZQb6hAcrL4dgxz/tOnmwN33r11RAQ0Hhbfb11Mdi6FbZsgc2b4ZtvoKrK2u7jA9HR1oVhxgyrNHXuuVry72xVVdYDQGvWwFdfQXg43HsvnHeeXmjB+j3s3Gk1xAYGdtlhRGSjMSbN4zYN9KpLlJdbI/K98IL1MzLSeux79myYNMl672QMFBRYdZgHDljb4uKgb1+rhH8q6uqsoL9unVXFU1wMeXlW9U9VFSQkwCWXWOOLzJkDERGdd87draHBWnx8rHrfngiqubnW33T3bisPY8ZY6woLITUVfvYzuPbaHqmXPi18/bV1d/mXv8ADD3TpoTTQq65TWQnLlllVKVVV1qQJWVmwahXU1kKvXvDjH8Ndd0FYWM/m87//hbfftvJbXm4FyHPOsQLS2LEwbJhVj9q/f/O7h85SVwclJdYdjHNxvi8psZbS0hNLRcWJparqxO+4trb5TER+flY1WEiINY5KbKz1iH18PAwaBMOHW70+kpM7J/AeOgSzZkF+vvU4//nnW3/j6mp44w0ruG3fbv1+n3jC2n62lfAvvti6y8zOtv4uXUgDvepcxsCSJfDKK7B8ufWPDeDvb9WV9+kDF11kdSObOrXH6iVbVFcHa9dadxrp6VaVT0HBie0ijYNkVJQVOENDrfPz9bWCqs1mBVu73frM6mprqaqyLiwVFdYFpazMCtolJSeqlVoSEGDdZTgX53FDQqwlONjKQ0CAlQdfX6tUX19vBX/nscvLrbuZggLrScyiohPHCAmxLnCjR1sXgKQk6+I2aJB13m3hHuQ//dRqFG/KbodFi+DRR61Al5pq3c2NHWsdv39/6w6rM0v7NTVWoSMz0/o7BgRYvy9nFV5cHMTEdM8FZ9MmGD/eqrZ85JEuP5wGetV5li+3vrQbNlgB4vLL4bLLrAZQf/+ezl37GGNV8+zZg33vXnalp5O5axe78vLYVVhIflUVZXV1lNXXg91OGBBmDL2AQSIMEmG4ry8jg4PxCwy0AoszOIeFNQ7cUVFW1VRkpPXafYmM7Lo63GPHrKFxMzOtKrKtW+Hbb+Ho0cbpoqOtOxtn6X/ECBgwwLp4h4VZweuVV6wSe329FeSnTj35sWtqrCq8xYuti2pJyYlt/v7W8S67DK680rr4nEoQLi+H1autBs8vv7Sq7erqTr5PUJB1kUlOtgLx1KlWW1B0dNuP2xaXXQZffGFVR3ZDFaEGetUxxsDKlfDb31pVMklJ8Otfw/e/f8Y3bNbV1fHNN9+wYsUKvvrqK9avX0+JWyDq06cPCQkJREREEOaoeqqoqKC8vJzDhw9z8OBBV9qAgABGjx7NhAkTmDJlClOmTCElJQU5nasrSkvh4EGrxL17t1XtlpVlXRSaTgAUFGRVGwUEwBVXwEMPWXXyp8IY61g7dlgB8MABqz1l9WrrDqB/f6vQMHWqFfRtNuuOpa7uxB1SQYEV0Ddtsj6nocG6YEyebC0TJlj58vGxLjLHj1sXtKIia9+cHCsPe/daF7uGBitvkyfDVVdZF5zk5I79Xv/9b6sDwRNPWL+nbqCBXrVPQYFVgn/mGauqIyHBaly7884u7T3Qlex2OxkZGSxfvpzly5fz5ZdfUllZiYgwcuRIV4AeM2YMgwcPdgX3lhw/fpx9+/aRkZFBenq6a6moqAAgLi6OtLQ0JkyYwPjx4xk5ciQDBgzAdiY0ThYVWYE0J8dq0M7Lg8GD4frrrTuQzlRQYPXK+uQTq+fOkSMnT5+QYD0/MW6c1eV26lTrQnSqKiutu9Mvv7SqIzdvttZPmQK33GI1JJ9qaby42LoT6tfPuoh1U9WlBvrucLLf46mW6IyxloaGE3XAdvuJ987eFvX11lJXd+Kn+9J0nfv72toTP51LZeWJ+uStW60FrBL8ww/DD35wxgV4u91OVlYWX3zxBStXrmTVqlU4p6ocOnQoc+fOZfbs2cycOZOYmJhOOWZDQwOZmZmsXbuW9evXs2HDBrZv347d0XgaFBTE4MGDGTBgAP379ycpKYmEhAR69+5N7969iY+PJzo6+sy4GHQFZ6l/507rf8fHxwqWYWHWEhVl1bV3hX37rNL4woVWQ3JgoNU76/zzYd48q5qptf/n73/fesBv40brrqSbnD2BPj7eur1zBkq7/cRPPz/rih8UZN3m2WwnGtOcQdMZQJsGWPfPcr52f99WIicW53to/Dmn+pmdyWaz+kCHh1sNc3PnWl/y8ePPmCqaI0eOsHnzZjZu3MjatWtZu3Ytxxx99BMTEznvvPOYM2cOc+bMITExsdvyVVFRQUZGBtu3byczM5OdO3dy4MABsrOzXaV/dz4+PsTFxdGnTx/X0r9/f/r3709ycjIpKSn07t379K4WOpMZYwXq116Djz+2nsoG6yIzdqzVsDx0qFUISkqyYkpVldXD5vbb4Ve/ssad70ZnT6B/5BGrlOoMps5gLmKtP37cWurqTgR4m80qLfj4NF5sNuun+2c5X7uvb7o05Qzc7otzvTv3/Z3Hd+bBeWz3vPn6nsi3n9+JHhjO1+7rmq7392/82rkEBJz23d8aGhooKioiNzeXnJwcDhw4wK5du8jKymLHjh0ccbvlHzFiBFOnTmXKlCnMnDnztKwvN8ZQWlrKkSNHyM/P5/DhwxQWFpKfn8+RI0c4fPgweXl55ObmUuTecwYIDg4mJSWFlJQUBg4cyMCBA113CP369SMyMvK0O98zVna2VY25YYNVvbNtm1X/78k551i9ubq5c0KXBXoRmQ88BfgALxljnmiyXRzbLwKqgFuMMZta+9wzsurmLGe32ykvL6ekpITS0lLKysooKyujvLyc48ePU1VVRXV1NbW1tdTW1lJXV0d9fb1rqaurcy01NTXU1NRQXV3tavgsLy+nuLiYY8eO0fQ7GxERwfDhwxk6dCipqamMGzeOMWPGEHEmPwzlQWVlJTk5OWRnZ7N3717Xsm/fPvbt28fx48cbpff39yc+Pp64uDhXY3JoaCiBgYH4+/vj7++Pr68vPj4++Pj44Ovri5+fH76+vgQEBBAUFERwcDChoaGEh4cTHh5OVFQU0dHRREVF4efn10O/idNAfb3VbTUnx1rq6k50gZ061bor7mZdEuhFxAfYBcwDcoENwPXGmO1uaS4C7sUK9JOAp4wxk1r77PYG+qNHjzYLIM6loaHBtbifs4ggIthsNnx8fFxfdD8/P/z8/Fz/EM7F5wypwjiZhoYGV7Ctra2lurraFVirqqpcgbmiosIVaJ3Bu6SkhJKSEo4dO9ZoKSkpaRaAT0ZEXL9r5+/duQQEBBAQEEBgYCChoaGEhYURFhZGTEwMsbGxxMbGkpiYSL9+/UhKSiI2NvasL7kaYzhy5Ag5OTnk5ORw8OBBCgoKXIvzolteXk5NTY3rgtrQ0OD6/6ivr3e1I7RFeHg40dHRxMTEEB0dTWRkJJGRkYSHhxMcHExwcDABAQGuC4mIuI7jPH51dTXHjx93Lc7CgDOPxhjsdjsigq+vL76+vvj7+xMUFOS6ELkvgYGBrguZzWbDZrMhIq7vek1NDVVVVVRWVlJZWdnoO+7+3a+rq3Pl1Wazub6nzgtgYGAgwcHBhISEuBbn+8DAQNf313kxdb+gOvPlvjgvtIGBgaSleYzVrTpZoO9Ic/BEYI8xZp/jIG8BlwHb3dJcBrzmmCd2nYhEikiCMeZwB47bosTExGalms5ms9kaXQScf0TnH9L9j+e8iDgZY1xfXOdP5+L+3pmuLYHTPY37fs6loaEBu93u+tLW19e3+9yDgoJcpbqoqCji4+MZOnSo631UVBSRkZFERES4SoChoaGN/gkDAgLw8/Pzigvm6URESEhIICEhgUmTWi1Ltchut1NfX09NTY0r+JaXl1NWVkZpaSklJSUUFxe77q7cXx88eJBjx45RUVFBVVVVm76/zruH4OBgVwANCAjA398fPz8/1/+R87vsXjipqqpyBeealqpRTiIoKMh1l+P+PQ0PD290t2OMcf3vOC9Ox44d49ChQ1RUVFBZWenKS0erwnv16tWo+rGzdCTQ9wUOur3PxSq1t5amL9As0IvIHcAdAElJSe3K0J///GeMMa5A4l5i9PX1dV053XszuAdY92DoLPE6Sx7On+7ra2trXV8+Z2nIGVjdA7p7sHe/ADjz4ryjcN/mvrTGPY37fu4XHfcShfOfyHmxci+BOEtKISEhjf4JnF9+5d1sNpvr7rW1rqUnY4xx3Sm630m7/z8GBgbi20ldD+vr66mqqmpU7edesHK/K3cG9M7u1WSMcR3buTStYXCPNc68udc2dFUBqCO/ZU8RqOnlrC1prJXGvAC8AFbVTXsydNddd7VnN6VUJxMRV6GhO/j6+hLeA/Xi7kTEVXV0uunIJS0X6Of2PhHIa0capZRSXagjgX4DMFhEBoiIP3Ad8EGTNB8AN4llMlDaVfXzSimlPGt31Y0xpl5E7gE+xepe+YoxJlNE7nRsfx5YitXjZg9W98ofdDzLSimlTkWHWkKMMUuxgrn7uufdXhvg7o4cQymlVMecpYNpKKXU2UMDvVJKeTkN9Eop5eU00CullJc7LUevFJFC4EA7d48FilpN5V30nL3f2Xa+oOd8qvobYzwO1H9aBvqOEJH0lgb28VZ6zt7vbDtf0HPuTFp1o5RSXk4DvVJKeTlvDPQv9HQGeoCes/c7284X9Jw7jdfV0SullGrMG0v0Siml3GigV0opL+c1gV5E5ovIThHZIyIP93R+uoKI9BORlSKyQ0QyReQ+x/poEVkmIrsdP6N6Oq+dTUR8RGSziHzkeO/V5+yYdvPfIpLl+HtPOQvO+QHH9zpDRBaJSKC3nbOIvCIiBSKS4bauxXMUkf91xLSdInJBe4/rFYHeMVH5s8CFwAjgehEZ0bO56hL1wE+MMcOBycDdjvN8GPjcGDMY+Nzx3tvcB+xwe+/t5/wU8IkxZhgwBuvcvfacRaQv8P+ANGPMKKyhz6/D+855ATC/yTqP5+j4374OGOnY5x+OWHfKvCLQ4zZRuTGmFnBOVO5VjDGHjTGbHK/Lsf75+2Kd60JHsoXA5T2SwS4iIonAxcBLbqu99pxFJByYAbwMYIypNcaU4MXn7OALBImILxCMNRudV52zMeZL4GiT1S2d42XAW8aYGmPMfqx5PSa257jeEuhbmoTca4lIMjAWWA/0cs7c5fgZ34NZ6wp/A34G2N3WefM5pwCFwKuO6qqXRCQELz5nY8wh4EkgBziMNRvdZ3jxObtp6Rw7La55S6Bv8yTk3kBEQoH3gPuNMWU9nZ+uJCKXAAXGmI09nZdu5AuMA54zxowFKjnzqyxOylEvfRkwAOgDhIjIjT2bqx7XaXHNWwL9WTMJuYj4YQX5N4wx7ztW54tIgmN7AlDQU/nrAtOAS0UkG6tKbraIvI53n3MukGuMWe94/2+swO/N5zwX2G+MKTTG1AHvA1Px7nN2aukcOy2ueUugb8tE5Wc8ERGsetsdxpi/uG36ALjZ8fpm4D/dnbeuYoz5X2NMojEmGevvusIYcyPefc5HgIMiMtSxag6wHS8+Z6wqm8kiEuz4ns/BaoPy5nN2aukcPwCuE5EAERkADAa+adcRjDFesWBNQr4L2Av8vKfz00XnOB3r1m0bsMWxXATEYLXW73b8jO7pvHbR+c8CPnK89upzBlKBdMffegkQdRac86+BLCAD+BcQ4G3nDCzCaoOowyqx33aycwR+7ohpO4EL23tcHQJBKaW8nLdU3SillGqBBnqllPJyGuiVUsrLaaBXSikvp4FeKaW8nAZ6pZTychrolVLKy/1//3nIg6NblYgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEICAYAAABGaK+TAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAA81klEQVR4nO3deXwU9f3H8dc39x0IOSAECGcSQBIgIAgIgoCKCt7HT8XaarWK0npUrW09W21Ba71vaFW8UKSKisohCKLhhpBwJUAgJyF3Nsnufn9/zG6ySTZ3QrLh83w85rG7s7Mz35mdee93vnOs0lojhBDC9bh1dgGEEEK0jgS4EEK4KAlwIYRwURLgQgjhoiTAhRDCRUmACyGEi5IAF8IJpdQSpdSTnV0OIRojAS5EGyml3lVKZSqlipRS+5VSv6nz/gylVIpSqkwptVYpNaCzyiq6FwlwIdru70C01joIuBR4Uik1FkApFQp8CvwZCAGSgA87q6Cie5EAF12SUuqPSqnjSqlipVSqrRY7Xim1WSlVYKvxvqiU8nL4jFZK/U4pdcD2uSeUUoNtnylSSn1kH14pNU0plaGUelgplaeUSldK/V8j5blYKbXDNu1NSqlR9ve01nu11hX2l7ZusO315cBerfXHWmsT8CgQr5SKbd8lJs5EEuCiy1FKxQB3AeO01oHAbCAdsAC/B0KBicAM4Hd1Pn4BMBaYADwAvA78H9APGAlc5zBsb9u4+gLzgddt065bnjHA28BvgV7Aa8BKpZS3wzAvK6XKgBQgE1hle2sEsNM+nNa6FDhk6y9Em0iAi67IAngDw5VSnlrrdK31Ia31Vq31T1prs9Y6HSNIp9b57DNa6yKt9V5gD7Baa31Ya10IfAWMrjP8n7XWFVrr9cCXwNVOynMr8JrWeovW2qK1XgpUYPxIAKC1/h0QCEzBaDKx18gDgMI64yu0DStEm0iAiy5Ha30QWIjR3JCjlPpAKRWplBqmlPpCKZWllCoC/oZRg3aU7fC83MnrAIfXp2w1YrsjQKSTIg0A7rU1nxQopQowavS1hrWF+0YgCrjD1rsECKozviCg2Ml0hGgRCXDRJWmt39daT8YITw08A7yC0UQx1HbA8GFAtWEyPZVS/g6v+wMnnAx3DHhKa93DofPTWi9rYLwe1LSB7wXi7W/YpjfY1l+INpEAF12OUipGKTXd1sZswqg5WzCaHYqAEttBwDsaGU1zPaaU8lJKTQEuBj52MswbwO1KqbOVwV8pNUcpFaiUCldKXauUClBKuSulZmO0s6+xffYzYKRS6gqllA/wF2CX1jqlHcouznAS4KIr8gaeBvKALCAco7Z9H3A9RvPDG7T9dLws4BRGrfs94HZnwaq1TsJoB3/RNvxB4Gb72xg/JBm29xYBC7XWn9s+mwtcATxle/9s4No2llsIAJT8oYM4EymlpgHvaq2jOrkoQrSa1MCFEMJFSYALIYSLkiYUIYRwUVIDF0IIF+VxOicWGhqqo6OjT+ckhRDC5W3dujVPax1Wt/9pDfDo6GiSkpJO5ySFEMLlKaWOOOsvTShCCOGiJMCFEMJFSYALIYSLkgAXQggXJQEuhBAuSgJcCCFclAS4EEK4KAlwIVzIz2n57DxW0NnFEF2EBLgQLuRPn+1mwbLtWK1yDyMhAS6EyzBbrKSfLOVofhk/Hsrr7OKILkACXHR73eWOm8cLyqmyGPOy7OejnVwa0RVIgItu7T+b05m+eD1llebOLgoAZZVm5r/9M2tSslv82cN5pQCM7t+D1XuzyS2uaO/i1ZJVaOKltQeluaYLkwAXtZRUmHn+uwOYqiydXZQmLd2UzuLVqY0OszYlh7S8Ut79yem9gDrM8YJylvyYRk6RqVb/Rd/sZ/3+XD7ddrzF40zLNQL84YviMFs1H2891i5lbcjSzen885tUdh8v7NDpiNaTABe1fJJ0jOe+2883e7Nq9TdVWVi8OpWCsspOKllte44X8vgXybzzY3qDTSRa6+rweW394dNSC1+bksP8t39m8jNrePR/yVz/5hbyS41ltvVIPu9sSsPTXZGUfqrFTTtpeaUE+XiQOKAnZw8M4YOfj3Vo7fiH/bkA/JKe32HTEG0jAS5q+WqPEdw/Hqx9kOz7fTm8sOYgq3ZnOfvYaVVptnLfxzuxWDUlFWYyTpU7HS6z0EReSSXzEiI5WVrJfzfX1MJNVRaOnCxt1vQO5Zbw0Ke7mPT0Gg7nljQ4XFJ6Pr9a8gupWcUsOG8IL1w3mmP5Zdz8zs+cLKng/k92ERnsy8Lzh5FVZOJ4gfNyNyQtr5SBYQEopbj+7P4czS9j06GTLRpHc+UWV7D3RBFgnLoouiYJcFEtr6SCX9LzcVOw8UBerRrimpQcAPae6Ljd6cKyKirMTTfdvLr+EClZxdw+dTAAqVnFTofblWGUdf450Zw7LIzXfjhMaYWZQ7klzHvpR85btI4djZxTXVBWyW//m8T5z65n+bbjZBaW81FSRoPDv7khjR5+nqy5byp/mBXDJfGRvHT9GPaeKGLGs+s5nFvK3y8/i6nDjPvybz1yqsl5dZSWV8qgUH8AZo/oTU8/T/64fBcPfbqLZT8fJafY1MQYmm/jQaP2Hds7kKQjLd9bEKeHBLiotnpvNlYN15/dnxOFJtJsB82sVs36/fYAL+qQaZdUmLnw+R+47vWfsDTSLJCaVcwLaw5wSXwkd00fAkBKlvMy7T5egIebIq5PEAvPH0p+aSULP9zBpS9sJLvIRIi/Nw99upsqi9Xp59/YcJjVydncdd4QfvzjdM4dFsbKHcedNlscyy9jdXIW14/vj59Xzf+knD88gkVXjaKgrIqrE6M4d1gYsb0DCfD2ICm9+QFuqrJwvKCcgbYA9/F0Z9FV8QwK82fV7iwe+nQ3V726GXOdefk2OZu/fr6HY/llzZ4WwA/78+jl78X8c6LJL63kUG7z9lbE6XVGBXhBWSVvbjjcaEB0Rd/szeLNDYc7fDpf7ckkupcfv548CICNtmaU3ccLySuppHeQDylZRR2y/F5ae5AThSa2HS3gnR/TnA5TVmnmng+2E+jjyaOXDCfA24Oonr6kNFIDHxYRiI+nO2P692TqsDC+Tc5meGQQq+6ZwpPzRrIvs4i3N9afnqnKwrKfjzEjNoJ7Z8UQFujNvIS+nCg0keSk5vzOj+m4KcVNE6PrvXfZ6CjW3jeNv112FgAe7m6M7t+jRW3L6bbmHnuAA8yIi+C/vz6bHX+ZyfPXJnDkZBlf7s6stbwe+nQXSzcfYfridfzl8z31Dqo6Y7VqNhzIZfLQUM4eGAJIO3hXdUYF+N9W7ePJL/ex7WjLdl0728vrDvHkl/tI7qDaLxg/bpsPneSCkX2I7uVH3x6+bDxgBPialByUgt9MGYipytpoO3BrpOWV8taGNC4f05fz48JZtDqV9LzaNT6tNQ98sov92cU8d00CvQK8AWMX31kTiv0A5qio4Op+f7/8LJ6+/CyW3TqBPsG+XDCyNzOHR/Dcd/vr1VC/3JVJfmklN58TXd1v5vAIfD3dWbGj9hkkxaYqPko6xpxRfegd7ON0HgeG+uPhXrO5jR3Qk9TsYopMVc1bRrn1A9xOKcUloyIZEh7AK+sOVTd3/GfzEfJKKnn5/8ZwdWI/3t9ylMte3tTkD3ByZhF5JZWcOzSMgaH+hAZ48Yu0g3dJZ0yA784o5OOtRvvloZz2DaCOVGG2sM8W3HVPmdNat9vpft8mZ2O2ai4c2RulFFOGhrL58EnMFivrUnMY3a8Hk4eGAu3fjPLkF8l4ebjx4AWxPDnvLDzd3Pjj8l21mipe++EwX+zK5IELYqvbkAFiewdxOK+0Xtt5xqlyCsqqOMshwCN7+HLt+P61gvSxS0fgrhSPrNhTHXxaa5ZuTmdIeACThvSqHtbf24OZwyNYtTuTSnNNU8WHvxyjpMLMrycPbPY8j4sOQWvY1sx2cPs54M4CHMDNTXH71MGkZBWzbn8uJRVmXlt/iKnDwrjorD48ddlZLL46nuMF5SQ1UZv+4YDR/j1laChKKcZFh/BzB9TArVbNy+sOsmp3Zr2mH9E8Z0SAa6157H976eXvhbeHG4fauQbZkfaeKKLSYmVM/x58n5LD1iPGhlRhtvCrJb8w+18/tGrlX5OSzdR/ruXtjWlUWax8vSeLvj18q2usk4aEUmwyszY1l50ZhUyPDWdwWABeHm5tOpBpqrLw0+GTbDqYx4HsYlbtzuT7lBzunjGE8CAfegf78Kc5cWxJy+fej3fy4poD/Ou7/TzzdQoXj+rDb88dVGt8Mb0DsVg1B+v8KNtPHxzVt0ej5Yns4csDF8Syfn8uf/58D1arZvuxAnZlFDJ/4gCUUrWGnzc6koKyqupT7CrMFpZsSmdcdE9GRTU+LUcJ/Xrg7qaafSAzLa+UiCBv/L0b/h/yS+MjiQz24ZV1h3hnYxqnyqr4w8xh1e/PiIvAy8ON1cmNX0T0w/5cYnsHEh5k7E0kRoeQcaqczMKWnTXTlA+TjvGPr1P53XvbmPKPtby09iDllV3/+oOu5LT+K31n+WJXJklHTvH05WexZFO6Sx2Q2X60AIBnr07gylc384+vU3n3N2ez4P3trEs1QmTDgTzOiw1v9jhPllRw/8e7KK+y8PgXyby75QgZ+eXcMKEmsCYNMWrbf/9qHwDTYsLxdHcjJiKwVTXwj5KO8cnWDHYcLaCyzg/OoDB/bj6npvZ6zbh+bD58ki8darpn9Q3mH1eOqheosb0DAePg5ojImtr2roxCvNzdGNY7oMmy3TRxAFlFJl5ZdwiLFUorzAR6e3D5mKh6w04ZGkZPP09W7DhO72Af7vt4Jxmnynns0hHNXxgYtfm4PoHNPpCZllfaYO3bzsvDjd9MGcTjXySz81gB58dFEN+vR/X7Ad4eTB4Syjd7s3hkTly9ZQnGvG89copbJtV8H+Oj7e3gp7g03rdZ5W1KXkkFT3+VwtkDQ/jNlEH8x3bRULHJzIMXxjb4ufS8Utam5pCSWUxqdjGXxEe2aM+nu+n2AV5eaeHvq/YxIjKIqxL7seFgHntc6MqyHccKiAz2ITrUnwXTh/DXlXu5+rXNbD9awCNz4nhp7UGWb8toUYD/ZeVeikxV/G/BZI6fKufJL/dRabEyZ1Tv6mFC/L0YERnE3hNFRAR5MyIyCIARkUF8vTcLrbXTAHAmq9DEA5/sYnCYPzdPimbCoBB8PT3ILakgr7iCKUND8fKo2RlUSvH8taN5HqOGW2wy09PPC3e3+tOLDvXHy92tXjv47uMFxPQOxNvDvcnyKaV4YHYMbgpeWnsIgF9NinZa2/V0d2POqD58+MsxvtqTRS9/L96an8iMuIhmLQtHiQNC+OCXo1RZrHg6NOtorXljw2GG9wmubrZKyytl9ojeDY2q2rXj+/HvNQcoqFP7tps9IoI1KTkkZxbV+sGz23zoJFUWzbkOzVRxfQLx93Lnl7R8Lo2PbNa8maosvLzuEFeOiaJ/L7967z/15T7KKs08ddlIhoQHMnN4BDe+tYXVe7MaDPC8kgoueXEjxSYzIf7G+vDy2oPMnzigVrPYmaTbz/V/f0rnRKGJv1w8HHc3xeCwAI7ll3XYpeKmKku7Xh23/egpRvfvCRgbZ98evmw/WsD9s2P4zZRBXBofyerkbArLaw6GvbflCOf+Yy0rd56od/7uF7tO8OWuTBaeP4zY3kHMiIvgm4Xn8vXCKYwdEFJrWHt4nBcTXh3WIyKDKCir4kRh8885/jbZuPjn1RvG8vBFcUyPjWDi4F5cGh/JLZMHMjQisMHPenu4Exrg7TS8wQjUIeEB7HMIcK01uzIKa7V/N0UpxX2zYrh7xlCCfDyY7+RsErurE/uhNcxNiOTb309tVXgDJEb3xFRlrXdw+rnvDvC3VSks/HAHpRVmCsoqyS+trD4HvDF+Xh48Pnck98+OYbjtR9fRjLgI3JRxyqgzX+/NItDbg8TontX9PNzdGDOgZ4vORPlmbxb//v4A173xEyfqXLC06WAen20/zm/PHcyQ8Jrv/vy4CA7nlTZ4kHzRN6mUV1r4YsFktj5yPk/OG8nJ0kp+bObFTD+n5bPK4SydjlRhtrAmJbvBU1TbS7cO8AqzhTc3pDF5SChnDzIORg0O88eq4cjJlp0X25TSCjOLV6cS/9hq/vXd/nYZZ25xBRmnyhndvwdghNnL/zeGxVfFc+d5xjnQl42JotJs5SvbiplTZOJvX+4ju8jE3cu2c9PbP7PzWAG/pOfz+Y7j/HnFHuKjgmu1JXt5uBHbu/7GPm2YUaufObwmoIbbam17W7AXszo5m0Gh/gwJb7o5ozWMM1FqQvDIyTKKTWZG9W1+gIMR4n+YOYxtf55JdCNhOSqqB3sem82zVycQ7OfZ6nIn2n4w/7P5SPXZKMt+Psq/vz/AlKGh5JVU8OaGtOrz8ZtqQrG7ND6yev2oKzTAm8QBIfVulQBG5eObPVnMHtm73p7LuOgQUrOLWbw6lV/S85sMpq92Z9HTz5Oi8ipueHMLucUV1acnPvTZbvqH+FWfx283I85Y377fl1NvfLszCvkw6Rg3nxPNyL7BKKWYFhNGoI8Hn+9o+r4ypRVm7nx/G/d/vLPWAeiOYLZYuXvZdm5ZksSiJu7V01ZNBrhSqp9Saq1Sap9Saq9S6h5b/0eVUseVUjts3UUdWtJW+HTbcXKKK7hj2uDqfoPDjBBpzwOZK3eeYPridbyw5iBBvp68symd0oq233fDfpVggkM7Zny/HlwxtqZtNj4qmEFh/ny63ViJn/4qhSqL5qt7pvDYpSPYfrSAuS/9yFWvbuaeD3ZgtmoWXRXfrF3OiYN7seruKUx3aJ6J6xOIUs7PRKkwW/j7V/tqNWcUllex+dBJZo6IaHaTS0vF9A4ku6ii+j4tu2w/Li2pgTtqzrLx8Wy6aaYpvYN9uDoxiuXbMpj89Boe/mw3f/psN9Niwnj75nFcOLI3r/9wqLqdfGBY8wK8KbNGRJCSVczROpWYdak5FFeYmZtQv5nk6sR+jBsQwktrD3LVq5tJfPI7Pk465vQKzdIKM2tTc7gkPpJ3fjWOzEIT17y2mfMWr+PGt36mqLyKf1w5qt4yjOrpR2zvQL7bV3vvwPEkhLvPH1rd39vDnYtG9uGbPVlN7lG//sNhcosrKK20kHSk406JtFo1D366m2/2ZjOybxCvrT/MutT6P0jtpTk1cDNwr9Y6DpgA3KmUGm577zmtdYKtW9VhpWwFi1Xz2vpDjIoK5pzBNaeCDbJtBO11KuHbG9O4e9l2IoJ8WH7HRF67cSzFJjOfbG34kuvm2n70FB5uipGN1CSVUlwxJoqf0/JZsf04n24/zq3nDmRQWADzz4nm+3unsviqeJbeMp7Vvz+XLQ/PaLTJoq7hkUG1gtfPy4NBof5OA/zZb/fz2vrDPPzZ7uoNe11qDmarZtbwpttvWyvGdiAzJasYrTVf7jqBt4cbw1own53lH1fG88WCyZw9qBfvbznKiMhgXrp+DJ7ubtw3OwaT2cpz3+3H3U3Rr2f9tuTWsLelr06uXQv/fMcJQgO8mTioV73P9A724aPbJ7L9L7N49YYxxEQEcv8nu7j93a3VN+uyW5eaS4XZyoUj+5AYHcIbNyWSWWgiIsiH569NYPNDM5jgZBpg1MKTjpyisKymSXDlzhMkHTnF/bNjCPKpvcczNyGS0kqL01q7XU6Ridd/OMx5MWF4ubux3nbwv71prXniy2Q+2ZrBwvOH8snt5xDbO5B7P9pJdjMuoGqNJgNca52ptd5me14M7AP6dkhp2tHXe7JIP1nGHVMH1wugvj1826UG/sHPR3n8i2QuGNGbT+84h7EDQhjTvyej+/fgnR/T2twWvuNYAXF9gpqs7dlrTPd+vJPeQT78blrNrmlEkA9XjI1i6rAwhkUE1rrMu7VGRAaTXOdUwp8On+T1Hw4zKNSfrUdOVZ8hs3pvNmGB3ox22Itob3F9jOaflMwiFq/ezzd7s1kwfUitA4Nd2ci+wbxxUyLr7pvGB7dNqD54OjgsgGvH9aOs0kK/nr61DvS2Rb8QP+L6BPH1npoALzJV8X1KDheP6tPoHkiwrycXjOzDstsm8NCFsaxJyWH2v36obuYB44reXv5ejLddxTl5aCh7HpvNR7+dyNyEvo2uzzPiIrBYNetst27ILa7gyS/3cVbfYK4a26/e8GcP6kV4oHejzSjPfrsfs9XKXy8ZwbiBPVnbQTXilTtP8M6P6dwyaSD3zBiKj6c7L14/mrJKCws/2NEhVzC3aI1QSkUDo4Ettl53KaV2KaXeVkr1bOAztymlkpRSSbm5HfPLV5fWmlfWH2RQqD+znBy5HxTmX+tUQlOVhVfXH6q3S1lWaeaz7RmUOGkOWbH9OA/Zdnf/fd3oWiv9rycPJP1kWfUNoBxVWay8tPYgT32ZzKaDeQ22x1msmp3HCqrbvxsT1dOPCYNCsFg1D8+Ja/Rc4fYwPDKIE4UmTtlqXkWmKu79aCfRvfz57HeT6Bfiy6LVqZiqLKxLzWHm8AjcGjgI2R7CA73p4efJmxvTeHHtQa4b36/BNuCuLDrUv953d8+Mofh6ulc3/bWXuQmRJB05xXtbjDs0frMni0qz1WnziTPuborfTh3M53dOpqLKwr0fGQFlqrKwJiWHWSN61zrw3NBB6LoSonrQy9+L7/flYLZYuev9bRSbqnjmilFO1yF3N8Ul8ZGsS82tVWu3259dzEdJx7hxQjTRof5MGxbO/uySWgdW0/JKq48htVal2cqi1amMiAyqdYrmkPBAHps7ovq02PbW7ABXSgUAy4GFWusi4BVgMJAAZAKLnX1Oa/261jpRa50YFhbmbJB2t35/LnuOF/HbqYOcrjiDwwI4lFtSvZv/2fbjPP1VCjOfW8+Law5QYbawYvtxpi9az+8/3MmDy3fVauvbeuQU9328kwkDe/HqDWPr1YwuGNGbyGAf3qpzj428kgr+780t/PObVJZsSuf6N7cw5olvefKL5HpBfiCnmNJKS7MCHOC+WTEsmD6ES0b1adbwbWE/pfBPK3bzwvcHWPjBDrKKTDx3jXFQb+GMYew9UcQjK/ZQWmlh1vDWnaXRXEopYiICyThVznkxYTwxd2SHtbefbuFBPvz31+N56KK4dh3vbyYP5LyYMP68Yg9rU3JYufME/UP8ah1vaY7hkUE8Pnck244W8OaGw6zfn0tZpYWLzmpdk5mbm+K82HDWpebw5Jf72JKWz98vP8vpGTV2cxMiqbRY+Xpv7YDUWvPEF8kEeHuwwHbAdFqMkUH2PUSLVXPHu1u5471t9dqql25KZ8o/1rDom1QyTjV+0sMHvxzlWH45D1wQW++H5qqxUSy9ZXyHbJvNCnCllCdGeL+ntf4UQGudrbW2aK2twBvA+HYvXSuYLVb+tmof/UJ8mTfaeUvP4PAAyiotZNnapVZsP86AXn6cHxfBotX7GfvEdyz8cAdhgd5cN74fX+zKZOXOE4Bxy9O7l20nsocvr9001unuoIe7G/PPiWbz4ZOs2p3JL+n5rN6bxSUvbGTnsQKevzaBHX+ZxRs3JTJzeARvbkzjujd+qtVOtsN2AU9CP6c7NvUkRodw76yY0xJcY/r3ZHx0CD8dzmfxt/tZk5LDH2YOq974543uy5DwAD7ZmkGgtwfnDA7t8DLNGdWHqcPCePH6Md3unODE6JB2P4PHw92NF68fQ1yfIO58fxs/HsxjbkJkq9afuQmRzB4RweLV+3n9h8P08PNssI27Oc6PC6fIZGbJpnTmTxzAZaPrX1Dl6Ky+wQwK9eeNDWm1/rTjs+3H2XAgj/tmx9DT3wuAIeEB9O3hWx3Wn20/TkpWMcG+xq157bX4zYdO8vgXyWgNL687yJR/rOXO97c5veq5tMLMv78/yIRBIZw7tP66rpRi6rCwDtk2m9zXVsZU3wL2aa2fdejfR2tt/8m7DNjT7qWzWfbzUTYcyMXDzQ1Pdzdiewdya51Lqu3e/ekI+7NLeO3GsQ1exDG4+kBmKVaNcdn2zGEsmDGUK1NzeO+no8weEcEVY6Kwas3+7BIeWbGHxOgQHv/fXnKKTXxy+zn1Dqg4unZcf/79/QF+99626n59e/iy/I5zqg9KzhwewczhEUyPDeePy3dx8QsbmT9xAPmlVWw4kEsPP0+inVwE0dn8vT346PaJgNH8VFJhJtR2cykwdmvvnTmMO97bxrTY8HZru23MTROjnd4JUDTM39uDt28ex7yXfqSs0tLs5pO6lFI8ddlZzHruB7YeOcVVY6PadPxhytAwfDzdGBEZzJ/mDG9yeKUUj88dyU1vb+HB5bt5/toE8ksreeKLZMb078ENZw+oNey0mDBWbD9OkanKOPU3Kpgn5o3k8pc38deVe3jwwjgWLNtGdC8/Pr9rMoXlVbzxw2GWbEpnbnxkvWbZd35MI6+kgtdvGnva9/ya01g6CbgR2K2U2mHr9zBwnVIqAdBAOvDbDigfYFz6fSC7hCqLlZIKC8u3ZTBxcK96Z2ecLKng2W/3M2VoaKO77UMcTiW03zNjboJRWz8vJpzzYmpOm3ND8ezV8Vz4/AYuf/lHsosqeGROXK1LlJ0J9vPk87smcexUOe5K4e6mOCsq2GnoXxIfybCIQO54dyuLVu/Hz8udiCAfbpk0sMs3Bfh4ujvdC7lgZG/unj6E2SM77uwT0XYRQT4su3UCO44V1LqopqVCA7z522UjueO9bQ3u+TaXv7cHK+6cRN8ezT9wO3loKPfOiuGf36Qyun8PdmUUUlJh5mknbefTYsJ5b8tR7lm2ncxCE89encCoqB7cNX0I//ruAElHTlFeaeGD2yYQ4O1BgLcHj8yJY9XuTJb9fLRWgJ8qreS19YeZNTyCMf2bt7fcntTp/KeNxMREnZSU1KZxFJmqmPi375k1ojfPXZNQ672HP9vNh78c4+t7pjR6qpzWmlGPruayMX3ZcjifAB8Plt9xTqPT/eDnozz46W6mx4bz1vzEDglWi1VTXmUhoIMPQgrRUU6VVlY3V5xuVqvmtv9uZW1qDhar5u7pQ/jDrJh6w5VWmBn9+LdUWqxMjw3n7ZvHAcYJBpe9/CN7jhfx0vVjmFOnzXrx6lReWnuQDX+cTt8exj1hHl25l/9sTufrhed26GmrSqmtWuvEuv1drrEwyMeTa8b15387T9S6O9rujEKW/XyU+ROjmzzPWSnFoPAAvk3OJjW7mHnN2HW8Zlw/3vnVOP593egOqxW7uykJb+HSOiu8wTgAuvjqePqH+DEkPIDfNXAmkr+3B+MHhuCm4I8X1Nx3xdPdjbdvHsd/bhlfL7zBdgsF4KNfjgHGHvy7Px3h2vH9O+2aA5cLcDBuNGTVmiWb0gHjzwjufH8bYQHe3ONwpVZjBof5k1lowsNNMWdU0wGulOK8mHAJWCG6sGBfT1bdPYXP75zU6PnmD14Yy/PXjq6+CMwuPNCn1o28HPUL8WPK0DA+SjpmnCzx5T58Pd2d3jTsdHHJAO8X4seFI/vw/pajFJZXsWDZdrIKTbx641iCfZt3bwr7ebVTh4UR0om1BiFE+/L1cm/yWoiRfYO5pJl3VnR0/fh+ZBaaePLLfXyfksNd04fUOoB/urlkgIPx917FJjNXvrKJDQfyeHLeyBYdRBhqOy1rbhsPuAghzhwz4iIIDfBmyaZ0+of4cfOk6E4tj8sG+Oj+PRk7oCcHckq4aeIArh5X/zLbxkyPDeeF60Yz56yOv/BFCNE9eLq7cXWicV76wxfFNut+8x3J5c5CcbTneCFf7s7kDzOHucx9L4QQrq2kwsyPB/OYNbzj7rBZV0Nnobj0EbmRfYMbvVOfEEK0twBvj2b9O9LpINVWIYRwURLgQgjhoiTAhRDCRUmACyGEi5IAF0IIFyUBLoQQLkoCXAghXJQEuBBCuCgJcCGEcFES4EII4aIkwIUQwkVJgAshhIuSABdCCBclAS6EEC5KAlwIIVyUBLgQQrgoCXAhhHBREuBCCOGiJMCFEMJFSYALIYSLajLAlVL9lFJrlVL7lFJ7lVL32PqHKKW+VUodsD327PjiCiGEsGtODdwM3Ku1jgMmAHcqpYYDDwLfa62HAt/bXgshhDhNmgxwrXWm1nqb7XkxsA/oC8wFltoGWwrM66AyCiGEcKJFbeBKqWhgNLAFiNBaZ4IR8kB4A5+5TSmVpJRKys3NbWNxhRBC2DU7wJVSAcByYKHWuqi5n9Nav661TtRaJ4aFhbWmjEIIIZxoVoArpTwxwvs9rfWntt7ZSqk+tvf7ADkdU0QhhBDONOcsFAW8BezTWj/r8NZKYL7t+Xzg8/YvnhBCiIZ4NGOYScCNwG6l1A5bv4eBp4GPlFK/Bo4CV3VICYUQQjjVZIBrrTcCqoG3Z7RvcYQQQjSXXIkphBAuSgJcCCFclAS4EEK4KAlwIYRwURLgQgjhoiTAhRDCRUmACyGEi5IAF0IIFyUBLoQQLkoCXAghXJQEuBBCuCgJcCGEcFES4EII4aKacztZIcQZoKqqioyMDEwmU2cX5Yzl4+NDVFQUnp6ezRpeAlwIAUBGRgaBgYFER0dj/I+LOJ201pw8eZKMjAwGDhzYrM9IE4oQAgCTyUSvXr0kvDuJUopevXq1aA9IAlwIUU3Cu3O1dPlLgAshhIuSABdCdEvr1q3j4osv7uxidCgJcCGES7FYLJ1dhC5DAlwI0WWkp6cTGxvL/PnzGTVqFFdeeSVlZWVER0fz+OOPM3nyZD7++GNWr17NxIkTGTNmDFdddRUlJSUAfP3118TGxjJ58mQ+/fTTTp6bjienEQoh6nnsf3tJPlHUruMcHhnEXy8Z0eRwqampvPXWW0yaNIlbbrmFl19+GTDOkd64cSN5eXlcfvnlfPfdd/j7+/PMM8/w7LPP8sADD3DrrbeyZs0ahgwZwjXXXNOu5e+KpAYuhOhS+vXrx6RJkwC44YYb2LhxI0B1IP/0008kJyczadIkEhISWLp0KUeOHCElJYWBAwcydOhQlFLccMMNnTYPp4vUwIUQ9TSnptxR6p5KZ3/t7+8PGBe8zJw5k2XLltUabseOHWfcaZBSAxdCdClHjx5l8+bNACxbtozJkyfXen/ChAn8+OOPHDx4EICysjL2799PbGwsaWlpHDp0qPqz3Z0EuBCiS4mLi2Pp0qWMGjWK/Px87rjjjlrvh4WFsWTJEq677jpGjRrFhAkTSElJwcfHh9dff505c+YwefJkBgwY0ElzcPo02YSilHobuBjI0VqPtPV7FLgVyLUN9rDWelVHFVIIceZwc3Pj1VdfrdUvPT291uvp06fzyy+/1PvsBRdcQEpKSkcWr0tpTg18CXCBk/7Paa0TbJ2EtxBCnGZNBrjW+gcg/zSURQhxhouOjmbPnj2dXQyX0ZY28LuUUruUUm8rpXo2NJBS6jalVJJSKik3N7ehwYQQQrRQawP8FWAwkABkAosbGlBr/brWOlFrnRgWFtbKyQkhhKirVQGutc7WWlu01lbgDWB8+xZLCCFEU1oV4EqpPg4vLwOk0UoIIU6zJgNcKbUM2AzEKKUylFK/Bv6hlNqtlNoFnAf8voPLKYQ4A2RnZ3P99dczaNAgxo4dy8SJE/nss89O2/TT09MZOXIk33zzDQkJCSQkJBAQEEBMTAwJCQncdNNNzRrPjh07WLWq5uS8Rx99lEWLFrV7eZs8D1xrfZ2T3m+1e0mEEGc0rTXz5s1j/vz5vP/++wAcOXKElStX1hrObDbj4dGxdwGZPXs2s2fPBmDatGksWrSIxMTEWsNYLBbc3d2dfn7Hjh0kJSVx0UUXdWg55UpMIUSXsGbNGry8vLj99tur+w0YMIAFCxawZMkSrrrqKi655BJmzZpFfn4+8+bNq74Sc9euXUD9mu7IkSNJT08nPT2duLg4br31VkaMGMGsWbMoLy8HYOvWrcTHxzNx4kReeumlRstY97a206ZNIykpCYC8vDyio6OprKzkL3/5Cx9++CEJCQl8+OGHACQnJzNt2jQGDRrEv//973ZZZnIzKyFEfQsXwo4d7TvOhAT4178afHvv3r2MGTOmwfc3b97Mrl27CAkJYcGCBYwePZoVK1awZs0abrrpJnY0Ud4DBw6wbNky3njjDa6++mqWL1/ODTfcwK9+9SteeOEFpk6dyv3339/kbNhvawvUu2IUwMvLi8cff5ykpCRefPFFwPhhSUlJYe3atRQXFxMTE8Mdd9yBp6dnk9NrjNTAhRBd0p133kl8fDzjxo0DYObMmYSEhACwceNGbrzxRsC4rP7kyZMUFhY2Or6BAweSkJAAwNixY0lPT6ewsJCCggKmTp0KUD3OxrT2PuNz5szB29ub0NBQwsPDyc7ObtV4HEkNXAhRXyM15Y4yYsQIli9fXv36pZdeIi8vr7rt2X47WTDay+tSSuHh4YHVaq3uZzKZqp97e3tXP3d3d6e8vBytdYtvQetYDsfpOU7LmbrTN5vNLZquM1IDF0J0CdOnT8dkMvHKK69U9ysrK3M67Lnnnst7770HGH9eHBoaSlBQENHR0Wzbtg2Abdu2kZaW1ug0e/ToQXBwcHWTiH2czRUdHc3WrVsB+OSTT6r7BwYGUlxc3KJxtYYEuBCiS1BKsWLFCtavX8/AgQMZP3488+fP55lnnqk37KOPPkpSUhKjRo3iwQcfZOnSpQBcccUV5Ofnk5CQwCuvvMKwYcOanO4777zDnXfeycSJE/H19W1Rme+77z5eeeUVzjnnHPLy8qr7n3feeSQnJ9c6iNkRlLNdkY6SmJio7UdshRBdy759+4iLi+vsYpzxnH0PSqmtWuvEusNKDVwIIVyUBLgQQrgoCXAhhHBREuBCCOGiJMCFEMJFSYALIYSLkgAXQnRJTd2CdcWKFSQnJ5/GEnU9EuBCCJckAS4BLoToQp566iliYmI4//zzSU1NBeCNN95g3LhxxMfHc8UVV1BWVsamTZtYuXIl999/PwkJCRw6dMjpcN2d3MxKCFHPwoULm7w9a0slJCTwr0ZukrV161Y++OADtm/fjtlsZsyYMYwdO5bLL7+cW2+9FYBHHnmEt956iwULFnDppZdy8cUXc+WVVwLGfU2cDdedSYALIbqEDRs2cNlll+Hn5wfApZdeCsCePXt45JFHKCgooKSkpPqfcupq7nDdiQS4EKKexmrKHcnZrV1vvvlmVqxYQXx8PEuWLGHdunVOP9vc4boTaQMXQnQJ5557Lp999hnl5eUUFxfzv//9D4Di4mL69OlDVVVVrdu91r1la0PDdWcS4EKILmHMmDFcc801JCQkcMUVVzBlyhQAnnjiCc4++2xmzpxJbGxs9fDXXnst//znPxk9ejSHDh1qcLjuTG4nK4QA5HayXYXcTlYIIc4AEuBCCOGiJMCFENVOZ5OqqK+ly18CXAgBgI+PDydPnpQQ7yRaa06ePImPj0+zPyPngQshAIiKiiIjI4Pc3NzOLsoZy8fHh6ioqGYP32SAK6XeBi4GcrTWI239QoAPgWggHbhaa32qFeUVQnQRnp6eDBw4sLOLIVqgOU0oS4AL6vR7EPheaz0U+N72WgghxGnUZIBrrX8A8uv0ngsstT1fCsxr32IJIYRoSmsPYkZorTMBbI/hDQ2olLpNKZWklEqStjUhhGg/HX4Witb6da11otY6MSwsrKMnJ4QQZ4zWBni2UqoPgO0xp/2KJIQQojlaG+Argfm25/OBz9unOEIIIZqryQBXSi0DNgMxSqkMpdSvgaeBmUqpA8BM22shhBCnUZPngWutr2vgrRntXBYhhBAtIJfSCyGEi5IAF0IIFyUBLoQQLkoCXAghXJQEuBBCuCgJcCGEcFES4EII4aIkwIUQwkVJgAshhIuSABdCCBclAS6EEC5KAlwIIVyUBLgQQrgoCXAhhHBREuBCCOGiJMCFEMJFSYALIYSLkgAXQggXJQEuhBAuSgJcCCFclAS4EEK4KAlwIYRwURLgQgjhoiTAhRDCRUmACyGEi5IAF0IIF+XRlg8rpdKBYsACmLXWie1RKCGEEE1rU4DbnKe1zmuH8QghhGgBaUIRQggX1dYA18BqpdRWpdRtzgZQSt2mlEpSSiXl5ua2cXJCCCHs2hrgk7TWY4ALgTuVUufWHUBr/brWOlFrnRgWFtbGyQkhhLBrU4BrrU/YHnOAz4Dx7VEoIYQQTWt1gCul/JVSgfbnwCxgT3sVTAghROPachZKBPCZUso+nve11l+3S6mEEEI0qdUBrrU+DMS3Y1mEEEK0gJxGKIQQLkoCXAghXJQEuBBCuCgJcCGEcFES4EII4aIkwIUQwkVJgAshhIuSABdCCBclAS6EEC5KAlwIIVyUBLgQQrgoCXAhhHBREuBCCOGiJMCFEMJFSYALIYSLkgAXQggXJQEuhBAuSgJcCCFclAS4EEK4KAlwIYRwURLgQgjhoiTAhRDCRXl0dgGE6BKsVigqgoKCmq6w0OiKi42upATKyqC8HEwmsFiMzmoFDw/w8jI6f38ICDC6Pn0gKgr69TM6T89OntFuqqwM3NzAx6ezS3Jadc8A1xp274Y1a4xu+3aoqACz2fiShwyBuDgYPhxGjjS6qChQqrNLLlpLayNgHQO4qKgmhO39Tp0yuvx8o7P3KyoyxtEYNzfw9a3pPDyMfm5uxrpVWWl0ZWVQWur88/37w+DBEB0NAwYYXb9+0Lev0fn7t/OCOU1MJjh+HDIy4NAho0tLg+xsyMmBkychJMSYx379IDERpk2DmJiWb3cmE3z1FXz0kbGdHz9ufI8AoaHGthwVZUwrMtJYxsOGGdMKCWnvOe9USje10rajxMREnZSU1DEjN5shKQk+/hg++QSOHjX6DxkCEycaG4aHB1RVwf79sG8fZGXVfD442PiShwwxuv79a2pNvXtDz54S8G2ltbH8TabaXXl5Tc22uLgmcIuKarqSEuN9e1d3+MJCoybcGC8v43sMCTG6nj1ruuBg47FHj5rnwcFGFxhodD4+zV8HrFajzCdOGKF29KgRaIcPG+F25Ejt9c+uR4+a8LEHUVSUEUTh4RARYXReXi1c+G1ksRjbzdatxna2d6/xA1hYWPOD6Mjd3diG+vQxyh0SYgyTkWHMe26uMVxEhFGBGjTI6MxmI+zt4/P2NrqqqprvesMGY50IC4NJk2p+/KxWY/zHjhmhfvx4zXTswsNh9GhISDC64cON7b6L19yVUlu11on1+rtMgGttrCjZ2cYXk5ZmdAcOGGG8f7/xJXt6wqxZcPnlMHOmEcANyc83VsTdu2HPHjh40Bjf0aP1w8DT0/jyQ0ONlbFXr5oN3L6R23eb/fxqOh+fmpXQ3tl3tT08jM7dvXXLpL1YrbXDtLzcqEHaO3uNsrFHx84xaO3jtD+2dH3z8YGgIOMH2L5MHWvBAQFG6DkGr/15cLDx2aAgo39X20hNJiNsMjJqOnst1v6Yne18mYWF1dQw7QHWt68RmPYuPLx161ZZmbE97NhR0+3cafQH4zsYOdLYFoKDjeUdGVnzwzNokBHeDTUXaW1sa+vXww8/GNvu4cM1YRsQYHxfbm7GnnNFhbG9BAQY21lCAlx3HUyfbmw/jamoMLbn1FSj27vX2CPfs8f4sQBjOgMG1FTaIiNr1qOgoJpt1s2t9l6WfW+uoMDoV1Vl/ND5+Rll9fU1+tu3rbvvNn4wWsG1A/zee+GFF4wF5MjDw9gVHT7c6OLj4cILjZWqLSora2pOx44ZG1FWlvGYn2/UEE6erKn52Vfs1lLKmBdPz9qP7u7GSqNUza66vbO/5+5uvO/Y2WltdFZrTXut2Wys1CZTzcZRWdm6Mvv71wSrv39NqNYNWR8fo6v73P6D5hjMgYG1w/d01zS7Gvu6aF//srMhM9Pod/x4zWNOTv3PurkZId67t/EYHm6Ekqen0SlVszdTUFCzvmdm1lRggoKMwBw92ujGjoXY2KaDszVKS43xenu3/7jrqqiAlBSj8pecbPygHDtmhH1mZv2saYibm7Guensby9TNzVie9j1GL6+a9f79940fnVbokABXSl0APA+4A29qrZ9ubPhWB/jy5cZum333sU8fGDjQ+LXviBWppaqqjJWvpKTmQJe9swelyWRsjPbQNJuNrqqq5tH+3LGzB7DVWjuMHUPZHtSO36XWNYFuD3p395oNxL5nYA9Ub+/agRsQUBPQjrVf+3Nvb2lS6koqK42Qt4d7ZmbN66wso3abk2PUGO3rmdY132tQUE1zzYABRmUoIcGoIJ1p37PWxvZqPzZSVWUsX4ulZu/Zx8fYEw8KMrYvZ6OxWqkymzGbzVRVVeHn54dnKw9iNxTgrU4/pZQ78BIwE8gAflFKrdRaJ7d2nA05lJBAfv/+BAQEEBAQgK+vL56ennhWVuJusWCxdWazmYqKCioqKjCZTJSXl1d39n4VFRWYzebqz9jmBTc3Nzw8PKo7Ly8vvL29az06dp6ennh6euLh4WE8ennhER6OR2Qkbg18oaeT1hqz2UxlZSVVVVXVndm2QtmXgdVqRWuN/YdcKVW9PNzc3HB3d681n55K4Wk2G4+eni2eV6vVWl2uhjr7Cm8vn72M9vK5u7tXf0+enp7V35G3tzc+Pj74+vri4+ODezs1TZnNZkwmU/X641hOe+fIvtwcy2d/dFx/3NzcUG0IR611rWVkDQ1F9+qFHjGiepi636dj15LpWK3WWutRVVUVlZWV1cvDvt05dvblVV5eXr387P3sj/bP28dpnx+LxULdyqWz+XBcFzw8POqtG/Z+9s5xedvXRfv65lheZ13dMtu3IbPZXL2M7NuS1cnxmK+//prZs2e34ptuWFuqr+OBg1rrwwBKqQ+AuUC7B/jixYt55ZVX2nu0HcpxpXG28dg3LHtnZ3/u+Fh3I7evJPYVxeLwI+YY0qeD/YfP2UZSt3xVVVVOV+yO4u7ujo+PD97e3rWC1L7hu7m51drw7MuuqqqqVhB1ZJk9PT3rrSt2db/nut91WzlbH+3sy8Q+zfbk5uZW/b04Vo7swevsR8ZxOTS03tvD1P7c/toetA2VxT5dHx+f6nL5+fnh6+uLr68vwcHB9O7du16ZHX80HJeh4zJ1rOgNGzasXZcjtC3A+wLHHF5nAGfXHUgpdRtwG0D//v1bNaEFCxZw0UUXUVJSQmlpKWVlZdUbm8Viqd4gHTdYxy/BXiuz93dcUaB20NhXAHsty7HG5VhbsD/ah69bs7V3jiuafSV0fO5Yy7A/d3x0fF436O0ri2MAOK4wjnsKjv3rrnj2lc0+reoaXZ1lUrf25djfcV4dOZbPsSZvrzV7enpWbxD2/o61p7rlsy8/e7kcvxvHGpLjXpfJZKr1ndnLabVaa214juVz3Puyr0N1A8exhufsR8tx+TiuN/a9QMdl57iOOH7f9s7xu6ob+HUDxN45fp+O5XL8bh1/HBzXQ8fl7ri+OK5TjsvCvmwc94Tsy87ez74cPTqp2dM+n46Vo66wt9wWbVmSzvb96jWoa61fB14How28NROKi4sjLi6uNR8VQgiAerX67qAtc5MBOJ6jFwWcaFtxhBBCNFdbAvwXYKhSaqBSygu4FljZPsUSQgjRlFY3oWitzUqpu4BvME4jfFtrvbfdSiaEEKJRbTqaoLVeBaxqp7IIIYRoge7Voi+EEGcQCXAhhHBREuBCCOGiJMCFEMJFnda7ESqlcoEjrfx4KJDXjsVxBTLPZwaZ5zNDW+Z5gNY6rG7P0xrgbaGUSnJ2N67uTOb5zCDzfGboiHmWJhQhhHBREuBCCOGiXCnAX+/sAnQCmeczg8zzmaHd59ll2sCFEELU5ko1cCGEEA4kwIUQwkW5RIArpS5QSqUqpQ4qpR7s7PK0N6VUP6XUWqXUPqXUXqXUPbb+IUqpb5VSB2yPPTu7rO1NKeWulNqulPrC9rpbz7NSqodS6hOlVIrt+554Bszz723r9R6l1DKllE93m2el1NtKqRyl1B6Hfg3Oo1LqIVuepSqlWv1HmV0+wB3+PPlCYDhwnVJqeOeWqt2ZgXu11nHABOBO2zw+CHyvtR4KfG973d3cA+xzeN3d5/l54GutdSwQjzHv3XaelVJ9gbuBRK31SIxbT19L95vnJcAFdfo5nUfbtn0tMML2mZdtOddiXT7AcfjzZK11JWD/8+RuQ2udqbXeZntejLFR98WYz6W2wZYC8zqlgB1EKRUFzAHedOjdbedZKRUEnAu8BaC1rtRaF9CN59nGA/BVSnkAfhj/3NWt5llr/QOQX6d3Q/M4F/hAa12htU4DDmLkXIu5QoA7+/Pkvp1Ulg6nlIoGRgNbgAitdSYYIQ+Ed2LROsK/gAcAx799787zPAjIBd6xNRu9qZTypxvPs9b6OLAIOApkAoVa69V043l20NA8tlumuUKAN+vPk7sDpVQAsBxYqLUu6uzydCSl1MVAjtZ6a2eX5TTyAMYAr2itRwOluH7TQaNs7b5zgYFAJOCvlLqhc0vV6dot01whwM+IP09WSnlihPd7WutPbb2zlVJ9bO/3AXI6q3wdYBJwqVIqHaNZbLpS6l269zxnABla6y22159gBHp3nufzgTStda7Wugr4FDiH7j3Pdg3NY7tlmisEeLf/82SllMJoF92ntX7W4a2VwHzb8/nA56e7bB1Fa/2Q1jpKax2N8Z2u0VrfQPee5yzgmFIqxtZrBpBMN55njKaTCUopP9t6PgPjGE93nme7huZxJXCtUspbKTUQGAr83KopaK27fAdcBOwHDgF/6uzydMD8TcbYhdoF7LB1FwG9MI5eH7A9hnR2WTto/qcBX9ied+t5BhKAJNt3vQLoeQbM82NACrAH+C/g3d3mGViG0cZfhVHD/nVj8wj8yZZnqcCFrZ2uXEovhBAuyhWaUIQQQjghAS6EEC5KAlwIIVyUBLgQQrgoCXAhhHBREuBCCOGiJMCFEMJF/T+MKtafwa1mHgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "i =0\n",
    "for m in range(len(test_loader)):\n",
    "        for batch in test_loader[m]:\n",
    "                data,label = batch\n",
    "                data1 = data.to(device) #data1用于输入网络，类型为tensor    data用于画图，类型为np。因为不需要对data的数值进行改动所以进行了浅拷贝\n",
    "                # label =label.to(device)\n",
    "                data1 = data1.reshape(-1,1,101)  #CNN需要,FC时注释掉\n",
    "                pred = Net[m](data1)\n",
    "                pred = pred.reshape(-1,101,1)    #CNN徐，FC时注释掉\n",
    "                pred = pred.cpu()\n",
    "                pred = pred.data.numpy()\n",
    "                pred=np.squeeze(pred)\n",
    "                label=np.squeeze(label)\n",
    "                data = np.squeeze(data)\n",
    "                #利用plot画图\n",
    "                plt.figure(i)\n",
    "                plt.title('sample'+str(i))\n",
    "                plt.plot(pred, label='pred')\n",
    "                plt.plot(label, color='red', label='GroundTruth')\n",
    "                plt.plot(data*100, color='black', label='data')\n",
    "                plt.legend()\n",
    "                plt.show()\n",
    "                figname ='./imag_Mission1/imag_ {}.jpg'.format(i)\n",
    "                plt.savefig(figname)\n",
    "                plt.close()\n",
    "                i +=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "e3b95d8d6e207246d09e19daee9bbc5bbe4502ff924268508716ea3969933742"
  },
  "kernelspec": {
   "display_name": "Python 3.7.11 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
